http://www.informatik.uni-trier.de/~ley/db/conf/cvpr/cvpr2003-1.html CVPR 2003 (vol 1) http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010541abs.htm 70 Surface Reconstruction via Helmholtz Reciprocity with a Single Image Pair Peter Tu and Paulo R. S. Mendonc¸a GE Global Research Center Niskayuna, NY 12065, USA tu,mendonca @crd.ge.com academic according accuracy against algorithm america analysis analyzing applications applied arbitrary artificial babu baker based because belhumeur beyond binford book brdf brdfs brooks canada case castings column comm comput computer computes conf conference confirm constrain continuous copenhagen copying costly could counterexamples critical current curvature curved cvpr cybern data defects deformable deformation denmark depth deriving determining diffuse direct directly distortion doorn dover driven dynamic edge edition editor editors engineering epipolar error estimate european exploiting exploits extention extracted february figure fitting free from full general generalization generated geometrical geometry german global gouraud helmholtz heyden high highlights hill horn ieee ikeuchi illumination image images implement implications induce industrial information initial intell intelligence intensities intensity inter intern interreflections intra intrinsic january johansen joint journal july june kanade koenderink kriegman lambert lambertian lead leading lecture left light line lines local location machine magazine magda many massachusetts matching matsuyama mcgraw measurements mechanical metal method minimize model modes much multiple natural nayar nicodemus nielsen noise nonlinear normals notes object obtaining ohta opaque optical optics optimization oren orientation other pages parameters part pattern philosophical phong photometric physiological pictures pixel plane precise predicion prediction presented press proc proceedings program programming provided proximal psychology radiometry rayleigh real reciprocity recognition reconstructing reconstruction references reflectance reflection relatively report resisted result results right rosenfeld scan science search section sept sequences series shading shape shown silver simultaneously since size smaller smooth snyder society source spacing specular stereo stereopsis structured such surface surfaces technical techniques than that then theory thesis this thrift trans translated treat treatise ukida under understanding unfolded used using validated values vancouver view vision volume wada weiss which winston with woodham work would york zickler http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010503abs.htm 65 Linear Auto-Calibration for Ground Plane Motion Joss Knight, Andrew Zisserman, and Ian Reid Department of Engineering Science, University of Oxford Parks Road, Oxford OX1 3PJ, UK [joss,az,ian]@robots.ox.ac.uk about absolute accuracy accurate acknowledgements active agapito algorithm algorithms alignment along also always application applications applies armstrong artificial autocalibration automation axis barcelona based been berlin best between binocular both boujou calibration calibrations cambridge camera cameras cannot case centre choice chosen cipolla collineations combination common computationally computer computing conclusions conf conference constraints contains controlled cvpr data dearborn demirdjian department described determining distortion dublin easily elevation engineering environment estimation european even events excellent expensive experiments fails fast faugeras figure fill fitzgibbon fixed flexible freiburg from further general geometry greece ground group hartley have hayman head high highaccuracy horaud http ieee illustrated image images indeed information initialise initialising instance intelligence intelligent intended international italy itself journal june kerkyra knight lens lenses liebowitz ligure linear long luong lustman machine malis manipulated mano margharita matches maybank means measured method metric metrology minimal minimisations mobile monocular more motion motions moving multi multiple necessary normally obtaining often optimisation other oxford pages paper part pattern perspective piecewise planar plane planes point possible press previous proc proceedings project projective provides quadric quan quantity real reason recognition reconstruction rectification references reid remedied research result road robotics robust rotating rotation santa scene scenes science self selfcalibration sensibly sept shashua shelf shown simultaneous singularities situations small society some source springer stationary stein stereo still structure structures sturm such sufficient suitable summary supported symposium technique tests texture that their theory thesis this transformations transpires triggs triplets tsai university unknown usable used using variation variety vehicle vehicles verlag versatile vertical view vision volume well when whenever where wherever which within work works world would zhang zisserman zoom zooming http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010334abs.htm 41 Face Recognition in Hyperspectral Images acknowledgment acquired across afosr algorithms anal analysis anat application applications april arridge atmospheric automat automated beckman been biol biomed biomedicine blanz bunch campus carlo carnegie carried chellappa classification cohn color comparative computer computing conditions conf conference cope cutler cvpr darpa database december delpy different discriminant distance duda duntley edwards eigenfaces elastic essenpreis etemad evaluation experiments face fellous feret filters firbank from gemert geosci gesture grant graph gross haneishi hart healey hiraoka huang human hyperspectral identification ieee illumination illuminations image imagery images imaging independentcomponent infrared inhomogeneous institute instrumentation intell interscience investigation irvine jacques january jose july june kruger laser learned lessons living machine malsburg matching material mellon methodology methods miyake model models moghaddam monte moon morphable multispectral near november object october optical optics orlando pathlength patt pattern pentland performance phillips phys pigments poses probabalistic proc procedure proceedings program quebec rauss recog recognition references remote review rizvi robotics romdhani selinger sensing skin slater society socolinsky spectral spectroscopy spie star sternborg stork supported tech technology terrestrial thermal this through tissue trans transfer tsumura tunable under university unknown using vadis vetter visible vision visual volume washington wechsler were wiley wiskott with work york http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010548abs.htm 71 Toward a Stratification of Helmholtz Stereopsis£ acquisition affine algorithms ambiguity america analysis andthetwocorrespondenceconstraints appendix applying approach arbitrary based beardsley belhumeur beyond bilinear bottom brady brdfs calibration cambridge captured case chellappa collinear compare computer conf conference consider consisting constraint constraints converse coplanarsources correspondence cvpr defined dimensions discussed does doorn drbohlav editors enforcing epipolar equation equivalent establish estimation european exploitingreciprocityforsurfacereconstruction extended factor factorization faugeras february figure first following fornon frankot from general generic geometric geometry hartley hayakawa helmholtz hereweshowthatforthisisa hold however ieee ifthesystemiscalibrated image images imaging inequalities input instead integrability intelligence interpolated intheuncalibratedcase invariance invariants journal june kanade koenderink kriegman lambert light little machine magda mapped matrix method metric model motion multiple mundy noting optical orthography pages pairs pattern photometric photometry positions present press problem proc proceedings product projective rank reciprocal recognition reconstructing recovery reduce references reflectance relevant representations rosenholtz same satisfy sect seen sequences shading shape shapiro shown since society source specularities stere stereo stratification streams structure surface surfaces system tells texture than that thematrix then there these they this three tomasi torr transactions uncalibrated under university used using valid view vision weaker wecannotcompute wegetopsis weinshall what where which with zickler zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010398abs.htm 50 Homotopy-Based Computation of Defocus Blur and Affine Transform account acknowledgments additional affine algebraic analysis apparent appearance application approach artificial barron basic beauchemin biological black blur brightness calgary canada ceedings changes computation computer computing conference continuation council course cues cvpr cybernetics darpa definition defocus depth derivatives deschenes determining domain dynamic engineering estimating estimation explicitly extend extraction favaro feasible feature filters fleet flow framework from fuchs further geometric haussecker homotopy homotopybased horn hypergeometric ieee illumination image images integration intelligence interface international into iterative journal june kanade katholieke koenderink leuven lines lobo lucas machine manmatha massey matching methods models motion myles natural negahdaripour nserc optical order original outlier pages parallax partially pattern performance physical points polynomial proceedings radiometric real recognition recovering references registration rejection report research revised robustly scale scene schunck sciences shafer sherbrooke shifts simultaneous simultaneously single soatto society solving spatial springerverlag stereo structure subbarao supported surya system systems take technical technique techniques their thesis this time topology tracking transactions transformations transforms understanding universite universiteit using variation verschelde vision visual werkhoven will with work workshop xiong yacoob york ziou http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010425abs.htm 54 An Efficient Approach to Learning Inhomogeneous Gibbs Model Ziqiang Liu Hong Chen Heung-Yeung Shum Microsoft Research Asia {zqliu,chenh}@msrchina.research.microsoft.com, hshum@microsoft.com about accordingly accurate acknowledgement active added adding also analysis analytically annals appearance application applications approach artist bank based been berger bound captured caricature caricatures chen chun computation computational computer conditional conf conference constructed cootes corresponding current cvpr darroch data database demonstrate dimensional discovery discussions distribution divergence drawn each edwards efficiency efficient entropy exactly exaggerated exaggeration example experiments face faces fast faster feature features field fields figure find first fourth from furthermore gain generally generated generation generlized generous gibbs gibbsian given good graphics have help helpful however ieee image images importance increases incrementally inducing information inhomogeneous initialized input intelligence iterative lafferty language largest learning learnt lecture liang like linguistics loglinear lower machine magnitude making mathematical maximum minimax model modeling models more mumford natural neural note notes observed obtained optimization orders original pacific pages paper parameter parameters particular pattern perform pietra practical principle proc proceedings processing prof proposed quickly random ratcliff recognition reference references results same sampling scaling science search second shape shapes shown shum since society song speed statistics style such suggested summary synthesis synthesize system taylor texture than thank that their third this times training trans ucla upon using utilized vision which with work would http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010390abs.htm 49 Transforming Camera Geometry to A Virtual Downward-Looking Camera: Robust Ego-Motion Estimation and Ground-Layer Detection Qifa Ke and Takeo Kanade Computer Science Department Carnegie Mellon University {ke+,tk}@cs.cmu.edu adelson adiv affect algorithm algorithms aloimonos along ambiguities among anandan appendix approach armstrong around assume assumed assumption autocalibration automatic automatically avoid axis ayer based bayesian been bergen berlin bias black bmvc board both bottom brighter buildings calibrate calibration camera cancels cars center challenging coherence coincident color colors comparison compensated computation computational compute computer computing conclusion condition conditioned conference constant constraint constraints coordinate coordinates correct correlationbased correspondence coupling cuts cvpr daniilidis dash defence defined derive desired detected detecting detection determining developed different diminishing direct distortion does downward drive each eccv egomotion eliminate encoding enforcing error estimated estimating estimation excluded experiments extraction fact factor field figure first fixed flow focus frame frames framework from further generated geometries geometry gives global ground hanna harmonic hartley have heeger hessian hierarchical hingorani horizon horn iccv identical identified ieee ijcv image images implementation improve incorporating indicating information inherent initialization input integrated integration intelligent intensity intersection introduce introduces irani january jepson july june kanade khan know known lane larger layer layered layers left length likelihood line linear look looking lower made majority malik mandelbaum mano marks matrix maximum maybank mean means method methods mixture model models motion moving multi multiple must nagel navigation necessary negahdaripour noisy nonparametric normal normalized normals notice number object objects only optical order other outliers ownership pages pami paper parallax parallel parameters passive pattern peleg perona perspective pixels planar plane point points pose practice presented principal proaches proceedings processing promising quite recognition reconstruction recovering recovery recursive reference references relative reliably representation representing require researchers residuals resolution results right rigid road robust rotate rotation rough rousso salgian sawhney scaled scenes scheme second segmentation self semi sequence sequences several shadows shah shashua show shown shows side significantly since smoothness soatto society some spatial springer stabilization stein stereo still straight structure subspace such surfaces symposium systematic szeliski take tasks techniques temporal terms texture that their them then theory therefore this tian together tomasi tool torr tracking trans translation trees triggs triplets undergoing unified unknown using vanishing vehicle vehicles very video view views violation virtual virtually visibility vision visual wang ways weight weighting weights weiss weldon well when where which while will with zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010353abs.htm 44 Recognizing Expression Variant Faces from a Single Sample Image per Class Aleix M. Mart´inez Department of Electrical Engineering The Ohio State University, OH 43210 aleix@ee.eng.ohio-state.edu activity approach approaches area assigns automatic automatically available basis belhumeour beymer class comp compensate computer conditions conference correlation cvpr distance eigenfaces even every example expression face faces fisherfaces from have hespanha ieee image images kriegman lighting linear method muscular object only outperforms pami pattern pixel poggio possible presented proceedings projection recognition references sample science shown similar single society specific system test that this trans under using variant view vision weights what when which http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010449abs.htm 57 Sylvain Bouixİ accuracy active advantages against algorithm also american analysis applications approach archive arteries assisted associated atsumi automated automatic automatically ayache based beaulieu bertrand bitter bouix branch brooke camera cardiac caselles centerline central cohen colon columetric complex complexity computation computational computed computer computing conclusion conference conformal connexion consistent contour coronary curvature curve cvpr data december deschamps digital dijkstra discrete distance each efficient either endoscopy enjoys essentially examples extraction fast february finding flows flux follow frame free frenet from front furthermore geodesic geometric graphics graphs hamilton have homotopic ieee illustrated image images including intelligence interaction interactive international jacobi ject jeffrey jolesz journal kass kaufman kavanaugh keep kichenassamy kikinis kimmel length level lorensen machine malandain malladi mathematik maximizing mechanics medial medical method miccai minimal modeling models movies nakajima napel noise note number numerische olver ordered orientation paik parameter path paths pattern penalized phase phillips physics planning position possible presented problems proceedings propagation provided pruning pudney radiology rational recognition references requires robust robustness rubin saiviroonporn sapiro sato segmentation seltzer sethian shape shinmoto siddiqi silverman single skeleton skeletonization skeletons snakes society stelts structures surface surfaces tannenbaum terzopoulos thinning threshold through tines tomography topological transactions transitions tree tubular understanding user vasilevskiy vector vemuri vessel view vining virtual vision visualization voxels wang where which with witkin yezzi zucker http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010842abs.htm 109 3D Surface Modeling from Range Curves Dragan Tubic, Patrick Hebert and Denis Laurendeau ´ ´ Computer Vision and Systems Laboratory University Laval, Quebec, Canada ´ [tdragan,hebert,laurendeau]@gel.ulaval.ca applications approach approaches based believe besl between bmvc boundary building calibrating closed codes complex compression computer created cunnington curless curves curvilinear data defoort dense derose directly distance dpvt drawback duchamp dynamic efficient encode encoding even extracting fields from fusion future general geometric geometry gool graphics hall hand handheld hebert held hilton holt hoppe iccv ieee illingworth image images implicit independent inefficient integration interactive interface intermediate intersect january july june knopf kofman laurendeau length levoy light lines long mach major masuda matching mcdonald mckay memory meshes method methods modeling modelmaker models moving multiple narrow object objects occupancy only pages pami pattern point points possible proc proceedings proesmans proposed provide purpose range reading real reconstruction reduce redundant referenced references regardless registration representation representations required requirements resulting rioux roth rusinkiewicz scanning schemes self sensor shape shapes siggraph signed since soucy spatiotemporally spie still stoddart stripe structured stuetzle subject such surface texture that these this though time transactions triangular tubic unorganized used very views vision volume volumetric voxels wibowo will with work http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010281abs.htm 34 Robust Data Association For Online Applications Vincent Lepetit Ali Shahrokni Pascal Fua £ able academic accurate acquisition actual alarms algorithm allow also always analysis another appearance application applications approach association assume august automated automatic ball based between blake bodies bolles books bounces camera cartography classical cochran communications complex computer conclusion condensation conditional conference consensus consider considering consisted control could cvpr data december delay demonstrated density detected detections discontinuities easily eccv efficient employed estimate estimating estimator evaluation even example explicitly extension faces fact false february field filter first fischler fits fitting fortmann frame frames future generalized goes golf ground handle have here hingorani hitting human hypothesis ieee image implementation improve initialization integrated intelligence international interval into isard journal large last local machine makes manual method mlesac model models more motion multiple objects ones online output outside over paradigm particularly pattern perfect perturbed presented press proceedings promising propagation purpose racket random recognition recovering recursive references reid relies resistant robust sample search second several shalom should small smoothing society stobbs successive such swing target targets techniques tennis than that these this time torr tracker tracking tracks transactions triumph understanding using velocity very view visible vision visual ways when will with without work zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010045abs.htm 5 Learning Appearance and Transparency Manifolds of Occluded Objects in Layers aaai about active adelson advances algorithm algorithms alspector analysis analyzers anandan appear appearance application applications arbitrary articulated automatic baker based becker belhumeur benabdelkader beymer bishop black blake bobick bregler cambridge changes characteristics clustering cognitive colmenarez complex component components computation computations computer conference content contours control correspondence cowan crgtr cutler cvpr davis dayan deformable deformation deformations design detection dietterich digits dimensionality dissertation doctoral eigen eigenfaces eigentracking embedding estimating estimation european face faces factor factorial fast feature fifth fleet flexible framework francisco freeman frey from gait generalized generative geometry gesture ghahraman ghahramani graphics hager hallinan handwritten harvard heckerman hidden hinton huang human ieee illumination image images inference inferring information intelligence interleaving international invariant invited isard jepson joint jojic jolliffe jordan journal july june kannan kaufmann large layers learning leen linear local locally machine mapping markov matching mixture mixtures model models moghaddam morgan motion mozer multiple murase nastar nayar neural neuroscience nonlinear obermayer object objects observations omohundro ordinal paper parametric pattern pentland people petsche physically press principal probabilistic probability proceedings processing product products psychometrika qualitative reading real recognition recognizing reduction references regions report representation revow robust roweis rubin saul scale science search separating september shape shapes simard society space spatial springer sprites statistical statistics style subspace subspaces surface svensen systems technical techniques tenenbaum tesauro texture thayer theory thrun time titsias topographic toronto torre touretzky tracking transactions transformation transformations transformed transparency turk tutorial under university using variables verlag video view vision visual volume williams wilson with without workshop yacoob york http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010289abs.htm 35 Deformable Object Tracking Using the Boundary Element Method academic acknowledgments actuators analysis ananthasuresh applied approach automation based beer behaviour booth boston boundary bristol cambridge canny classical company computational computer computing conf conference csgf cvpr davies deformable deformations department design detection edge efficient elastic elasticity elastostatics element energy engineering england equation experimental fellowship finite flannery flexible florida forces foundation from gaines galassi goldgof gough graduate grant greminger hill icra ieee image integral intelligence jaswon jungman kluwer korea krieger level library limited machine malabar manual march mass mathematical mathematics mcgraw mesh metaxas method methods michael microassembly modeling models nanonewton national nelson network nonlinear nonrigid november numbers numerical objects optimization ostrowski pami part pattern physical physics potential press problems proc proceedings programming publishers publishing quarterly recipes recognition reference references reliable research rizzo robotics rossi sarkar science scientific sensing sensors society sokolnikoff soul structural supported symm techniques teukolsky theiler theory this through tracking transactions tsap understanding university value vanderplaats vetterling vision visionbased visually wafer wang wiley workcell yang york http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010221abs.htm 26 Object Recognition Based on Photometric Alignment Using RANSAC Takahiro OKABE and Yoichi SATO Institute of Industrial Science, University of Tokyo 4-6-1, Komaba, Meguro-ku, Tokyo 153-8505, Japan takahiro, ysato @iis.u-tokyo.ac.jp accross acknowledgements acquiring adini albedo alignment also ambiguity analysis appearance application applications applied approach appropriate arbitrary articulated assume athinodoros attached automated based basis basri batur because belhumeur better between bischof black bolles both brunelli cannot cartography cast cause changes chen class classification classifications combination communications compensating complexity component components computer conclusions conditions conducted cone cones conference confirmed consensus consider constructing convex culture cvpr data database deal dealing decomposed determining diffuse dimensional direction directions distant domain dominant eccv education effective efficiently eigen eigenface eigenfaces eigenspace engineering epstein examine experiments extreme face faces factors features fischler fisherfaces fitting form framework frequency from fukui furthermore future generalization generation generative georghiades grants hallinan hanrahan have hayes hespanha however human iccv idetifying ieee ikeuchi illumination image images implications integrability invariants inverse irradiance ishii issues jacobs japan japanese jepson kriegman lambertian learning leonardis light lighting like linear linearization lncs machine machines maki many matching method methods mihashi ministry miru missing miyaki model modeling models moreover moses motion mukaigawa multiple murase nakashima nayar nine object objects occlusions optical order oren orientation outliers pami paper paradigm part pattern pentland performs photometric poggio point points polyhedral pontil pose possible present principal problem proc proceedings processing projection proposed provides providing radiance ramamoorthi random ransac recognition reddy reducing references reflectance reflection relationship relief rendering representation requires research robust sample science scientific search seem segmentation segmented shadows shakunaga shape shashua shigenari shum siggraph signal simple single snow society source special specific specular sports study subspace subspaces such support supported surface technology templates test than thank that them therefore these this three tracking training trans turk ullman under using utilize utilizes variable variations various varying vector verri versus view vision visual well what will with woodham work workshop would yale yuille http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010455abs.htm 58 Pose reconstruction with an uncalibrated Computed Tomography imaging device B. Maurinİİ, M. de MathelinİŞ , C. Doignon , A. Gangi abolmaesumi academic algorithm algorithms american analysis analytical anderson approach april assisted association august automation been between biopsy body both breeuwer brown cambridge cannot cars chirikjian computations computer computing conference constraint control convergence correction crosssectional cvpr data december defense detection device deweese dimaio directed distortion edition eight engineering estimate estimating estimation falk fast february fichtinger fiducials first fluoroscopic frame from furthermore geometric given golub goryn guidance guided handle hartley have hein hopkins ieee image imageguided images imaging intelligence international interscience intervention interventions intra intrinsic invest iterative john journal june least like line lines loan localization machine makes masamume matrix mazilu medical medicine method miccai model neurosurgical newton noisy numerical object occurs operative optimization orthogonality orthographic osborne pages paper parameters paris patriciu pattern patterns physicists point points possible practice presented press proceedings projections prostate provides publication radiol radiology recognition references registration rigid roberts robot robotic robotically robotics rotation salcudean scheme second sensitivity september single sirouspour society software solution some sons spatial squares stereo stereotactic stoianovici surgery susil systems tanacs taylor technology theory therapy these third this transactions transformation ultrasound umeyama univ viewpoint vision wadley well which wiley with zylka http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010134abs.htm 16 Recognizing Objects in Adversarial Clutter: Breaking a Visual CAPTCHA algorithms amit april baffletext baird based belongie biology byan cambridge captcha chan chew classification computational computer conference context contexts cvpr descriptor document drive electronic geman graphical gusfield http human ieee imaging info interactive january jedynak kong malik matching model nips november object oriented pages pami pattern press proceedings proof puzicha recognition references registration research retrieval science sequences shape society sound spie strings syndicate templates theory trans trees university using vision website http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010267abs.htm 32 Continuous Tracking Within and Across Camera Streams accuracy acknowledgements across active activity adapting advanced aggarwal approach articulated automatic barbara based bishop black bradshaw british brumitt calibration camera cham chen cipolla cluttered cohen collins color computer computing condensation conference continuous contour contract criteria cvpr davis december description development easyliving elgammal estimation european expressions figure filter florida framework from gestures government hale hand harris hawaii higher huang human humans hypothesis ieee improve improved incomplete incremental indoor information international into introducing invariant jepson jones jpdaf june kalman kang kauai krumm linearity machine manchester matching measurement medioni mendonca methods meyers mittal model modelbased modeling motion multi multiple murray occlusion order orlando orwell other pami pattern people person points prediction probabilistic proc proceedings real recognition recovery references region rehg reid remagnino research rosales santa scaat scene scenes sclaroff segmenting self september shafer shape siggraph society space spatio stein stenger step stereo streams such supported surveillance synchronized temporal tensor their this time tracker tracking trajectories trajectory trans under unscented using video view views vision visual voting welch will with workshop http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010710abs.htm 92 Surfaces with Occlusions from Layered Stereo accurate actually adaptive adaptively addition aggarwal akgul algorithm algorithmic algorithms also although amount anandan approach approximate approximations attempts automatic baker barnard based bayesian belhumeur belief believe binocular birchfield blake bobick border boykov cambridge capable coarseness computation computational computer computing conference constant continuous controlling cooperative correlation correspondence corresponsee coughlan could cuts cviu cvpr darrell data decrease deformable dence dense detail detection devised dhond discontinuities disparity does dual each eccv efficient emmcvpr energy ensure epipolar errors esized estimated estimation evaluation even experiment fast fields finally fischler flow formulation frame framework from functions garibaldi geiger global graph have hingorani hirschmul http iccv ieee ijcv image innocent intille ishikawa kambhamettu kanade kolmogorov kumar ladendorf large layered layers likelihood lines maggs many maps markov marr matching maximum merging mesh method michelin middlebury minimization minimized motion multiple multiway ncamera note occlusion occlusions okutomi pami parameters pattern pentland poggio press problem proceedings producing propagation random real recognition reconstruction recovery reduced references registration result results review robotics robust same sawhney scenes scharstein science segmentation shape shum slanted society some spans spline splitting stanford stereo stereopsis structure such support surface surfaces surveys szeliski taxonomy that themselves theory these thesis things time tomasi total tracking university useful using variety vary veksler vision visual well were what wide window with within would yuille zabih zheng zisserman zitnick http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010565abs.htm 73 Improving Continuous Gesture Recognition with Spoken Prosody Sanshzar Kettebekov, Mohammed Yeasin, Rajeev Sharma Department of Computer Science and Engineering Pennsylvania State University 220 Pond Laboratories, University Park, PA 16802,USA {kettebek; yeasin; rsharma}@cse.psu.edu accuracy acknowledged acknowledgements alignment almost analyses analysis applications approach approximately articulation artificial aspects assan associated audio audiovisual azoz based bayesian berlin between bobick bolt boost caelli cambridge career cases chakravarthy chicago chickering classifiers coarticulation coders combining communication communicative complimented computer conclusions conducting conference connection constituted constraint continuous contour contourretraction contribution control coverbal cvpr defined deletion devi different disambiguation discarding discrete display during dynamic dynamics effective eickeler employing engineering error errors exploiting explored face fall false feature financial foundation france fusion gesticulation gesture gestures gijn grant graphic graphics gratefully grenoble grobel hague hand heckerman heidelberg heyer hidden high hmms hofmann holds hommel hulst human icmi ieee improved improvement improving inclusion indicated information insertion integration intelligence intent interaction interface interfaces international interruptions intl intonation intonationally introduced journal kendon kettebekov kinematical kinematically kita kosmala language large learning lecture little lnai local lowered machine markov mcneill meek merged microsoft mind model modeling models most motivated mouton movement multimodal multiple namely narration national natural network networks nigay notable notes novel occurrence over overall pairs paper part partial parts pattern performance perspectives phases pittsburgh poddar point pointing post preparation presented press previously primary primitives proc proceedings process production profile prominent prosodic prosody proved providence qualified rabiner rate real recognition recognizing redmond reduction references relation reliable removal representation respect resulted results rigoll rise science scientific selected sequence sethi sharma show siggraph sign signal signals significant significantly signs similarity small society speech springer state stroke structure substitution support table taylor test that their there thirteenth this threshold time toolkit tools toward tracking trans transactions transcription tutorial type uncertainty under understanding university using utterance variation velocity verbal verlag video vision visual voice wachsmuth weather were which while wilson winmine with work workshop world yeasin york http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010467abs.htm 60 1 activation adult ages aging algorithm alzheimer analysis andrade anisotropic applied approach ashburner atlas automated automatic avis bartesaghi based beltrami bihan biology blanton brain brains bryan cambridge canada caselles cerebral change cherif chung classificatio cline comparative computer concordia conference construction continuum correction cortex cortical crest cubes cummings curve curves cvpr dale data davatzikos dawant deformable deformation dehaene department detected detection determining developing difference differential diffusion direction disease dynamic eccv edge enhancing essen european evans extraction fast fifth fischl flow fmri frackowiak framework friston from general generation geometry giedd good graphics gray grenander griffin growth henson hight holmes http human ieee image images imaging inner intelligence intensity international intrinsic johnsrude joshi journal kabani khaneja kherif kimmel kreyszig level lindshield lines lorensen macdonald machine maciunas madison magnetic malik malladi mangin mapping marching marrett master matter mchung mechanical medical mega method methods miller modal model morphometric morphometry moussai multi nature neelin neuralnetwork neuroimage nonparametric nonuniformity normal obtain outer ozkan pages papers paradis part pattern patterns paus performance perona poline population press proceedings processing programming prospective rapoport ravve recognition reconstruction references report representation resolution resonance robbins sapiro scale schemes science segmentation sethian seventh shape shrinkage signals significant simon sled smoothing sochen society space specific springer stat statistical statistics study subsol surface surfaces surfacetech system tang taubin taylor technical techniques tensor tensorbased theoretical thesis thompson tissue toga toronto trans transactions unified university using vandal vasken vision voxel vurves wang warping wisc wisconsin with without woods worsley zijdenbos zoumalan http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010803abs.htm 104 Adaptive View-Based Appearance Models Louis-Philippe Morency Ali Rahimi Trevor Darrell MIT Artificial Intelligence Laboratory Cambridge, MA 02139 active adaptive addison adjusting algorithm appearance approach april athitsos automatic autonomous axis based basu batch belhumeur berard birchfield brightness causally chiuso color comparison computer conf conference constraint constraints construction cootes cube cvpr darrell decarlo degr depth design detection digital drift edwards efficient eigenspaces elliptical essa estimation face faces fast favaro feedback figure flow from geometry gesture gordon gradients hager harville head histograms http huber iccv icpr ieee illumination inertia integrated intelligent intensity international intersense jebara jones july june kelly konolige lacascia lafter linear lips manual mapped mclauchlan measurements mega megapixel metaxas model models modular moghaddam morency mosaic motion normal october oliver optical ound over page pages pami parameters parametric parametrized pattern pentland philip pose position proc proceedings puppet rahimi real recognition reconstruction recursive reducing references region registration regularization reliable residuals robust rotation rowe scene sclaroff seattle sensor shape soatto society starner statistics stereo structure systems taylor textured time tracker tracking under using varying vehicle videre view viewbased viola vision volume walker wesley with woodfill york http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010359abs.htm 45 A Novel Convergence Scheme for Active Appearance Models Aziz Umit Batur and Monson H. Hayes School of Electrical and Computer Engineering Georgia Institute of Technology Atlanta, GA 30332 {batur, mhh3}@ece.gatech.edu accurate achieve acknowledgements active adaptive adapts ahlberg algorithm algorithms alignment analysis appearance automatic baker basic batur belhumeur best british bsat burkhardt cheng comparing computer conclusion cone conf conference constrained convergence cootes cvpr database different direct during each edwards efficiency equivalence error european expensive expression face faces facial feature fixed from fully georghiades gesture gestures gradient ieee illumination image images instruments intelligence interchangeable interpreting iterations june kittipanya kriegman lighting linearly machine many matrix matthews median mixed model models more neuman neumann ngam novel pages pattern performancecomplexity pose proc proceedings proposed real recognition references scheme since society subset supported systems table target taylor texas texture than that they this time tracking trade trans under using variable variations vision ways with workshop zhang http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010109abs.htm 13 Bayesian Tangent Shape Model: Estimating Shape and Pose Parameters via Bayesian Inference* accuracy active algorithm algorithms analysis andrew appendix appl application applications applying aston basis bayes benavente berlin bilateral biometrica birmingham bishop blake boosting both chichester classic colin column combining compared component computed computer computing conditional conference contour contours cooper cootes cvpr database decision demetri demonstrated denote derivation detailed details diffusion distribution distributions dryden efficiency elements equation evaluation expectation face feret form freund gaussian generalization generalized given goodall gower graham group have ieee ignore image independent inhomogeneous international isard isotropic january john journal july june just kanti kass kendall kent learning likelihood line mardia martinez methodology methods michael model models moon multiplying ncrg neural noise norm observation observed obtain orth orthogonal otherwise pami parameters pattern phillips posterior present principal probab probabilistic probability proceedings procrustes projection psychometrika published rauss recognition references report research results rizvi rule schapire sciences september shape sides since small snakes society sons space springer statist statistical step subspaces symmetry system tangent taylor technical terzopoulos their theoretic theory therefore tipping training trans understanding university vector vectors vision when where whose wiley with witkin written http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010153abs.htm 18 A 2D Moving Grid Geometric Deformable Model Xiao Han, Chenyang Xu, and Jerry L. Prince acad accuracy acknowledgments active adalsteinsson adaptation adapted adaptive additional advantage algorithms almgren also analysis appear applications applied approach area asilomar associated balloons based bell berkeley between boca bochev both cambridge capturing caselles catte champaign cheng chopp cisst class coarse cohen colella coll comp compared comput computation computer computers computing conference contour contours cortical curvature cvgip cvpr deformable deformation dela demonstrated dept dibos diff digital dimensions dissertation droske edition editors efficiency efficient equations essentially experiments extension fast fewer fine flannery flow framework front fundamentals further generation generator geodesic geometric gradient grant grid grids grove hamilton howell ieee imag image imagery imaging implementation incompressible increases insana institute interfaces intl introduction ipam ipmi jacobi kang kass kauai kichenassamy kimmel knupp kong lahaina lake large lauziere leahy length level levelset liao lncs local lower malladi marching math mathematics mathematik medical merriman mesh meshes meshing meth method methods meyer milne minimal minimizing mmbia model modeling models moser moving multiresolution natl ninds number numer numerical numerische olver ongoing ordered oscillatory osher overall pacific pages pami parametric part pattern pdes pena peng phase phys preserving press prince proc proceedings processing producing propagating propagation proposed provides pure raton reciples recognition reconstruction references refinement relationship report research rosenfeld roundtable rumpf sampling sapiro schaller schemes segmentation sethian shape shapes shells shock siddiqi signals significant significantly snake snakes society solving south springer standard static steinberg still subject summary supported surface surfaces survey sussman sweeping systems tahoe tannenbaum technical techniques terzopoulos teukolsky than this three topology topoloy tosun trans tsai ucla understanding uniform university upwind using vasilescu vector vemuri verlag vertices very vetterling vision vladimirsky volume welcome which with witkin work yezzi york zhao zucker http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010850abs.htm 110 Many-to-Many Graph Matching via Metric Embedding£ abstraction adjacent agarwala ahuja algorithm algorithms although analysis applications applied approach approximability april assignment associating association attributed bafna between beveridge bourgain bretzner cliffs clusters cohen color computed computer computing conditions conference constraints correspondences cuts cvpr descriptions dickinson directions distance distances dynamics earth easy edge editing embedded embedding embeddings englewood estimation european experiment exploit extend farach feature features figure finite fitting flows foundations framework game general gold graduated graph graphs greece guibas gupta hall haralick have hierarchical higgins hilbert ieee illustration image improve indexing inexact initial intelligence international into israel iteration iwvf jersey jonsson journal june kerkyra kimia klein labeled least lindeberg line lipschitz local london longuet machine magnanti many matched matching mathematics metric metrics models mover multiple network newman november numerical only orlin other pages parameters paterson pattern patterns pelillo plan point possibility preliminary prentice proceedings purposes qualitative rabinovich rangarajan recognition references representation representations result results retrieval riseman royal rubner same scales scince scope scott search sebastian sets several shaded shape shapes shapiro shock shokoufandeh siam siddiqi signatures sinclair society space spaces squares stages structural structures study symposium taxonomy teapot that theory thorup tomasi transactions transformation tree trees types umeyama under using vector vertex views vision volume weighted will with work zucker http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010440abs.htm 56 Adaptation For Multiple Cue Integration Zhaohui Sun Electric Imaging Products, Research & Development Eastman Kodak Company, Rochester, NY 14650-1816 sun@image.kodak.com academic advances analysis belongie characterization clark classifier clustering computation computer conference contour cviu cvpr data database eigenvectors error factorization fusion gdalyahu graph grouping iccv ieee ijcv image information investigation january june kluwer learning leung lowe malik measures meila method metric neural october organization partitioning pattern perceptual press proceedings processing publisher ramesh random recognition references sarkar segmentation selforganization sensory similarity society soundararajan stochastic systems tekalp texture tpami unifying using variablekernel view vision walks weinshall weiss werman yuille http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010235abs.htm 28 Probabilistic Spatial Context Models for Scene Content Understanding access accuracy adaptive addresses advanced algorithms also among annotation approach arrangement automatic aware based basic batlle beach been beliefs berretti between bimbo boston broader called campbell casals case classification classifying color colour composite computer computing concerns conclusions conference configuration conform consequently constraining constraints content context control cvgip cvpr database decoding describes desert detecting detection developed discussion distinctions each electronic enable eschbach expect experimental explored extending extremely factor figure fired flash flow framework freixenet fully further general goal graph graphical grimson have high huang hybrid ieee image images imaging improve incorporated increase indexing indoor inference initial interaction international interpretation into investigate jain january journal knowledge knox landscape level lipson major marti material materials metadata model models modified multi multiple naphade narrow natural needed networks neural object objects occurrence ohta operate operated orientation other others outdoor output particular party pattern pitman plan portrait priming prior proc proceedings process processing program publishing recognition recognizing references region regions related relationships results retrieval review rural saber scene scenes scheme second segmentation semantic semantics sequential serves setting show similarity simultaneous singhal sinha smith society spatial specific spie stamp statistical strategies sunset system systems tekalp templates terms that their there these this thomas time torralba troscianko type types understanding urban used uses using vailaya various vegetation vicario video vision visual weaker where which with work workshop http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010595abs.htm 77 Learning Bayesian Network Classifiers for Facial Expression Recognition using both Labeled and Unlabeled Data Ira Cohen½¾, Fabio G. Cozman¿, Marcelo C. Cirelo¿, Thomas S. Huang½ , Nicu Sebe action algorithm analysis annealing appear approach audio automatic baluja bayesian blake bulletin calculation castelli chemical chen classification classifiers coding cohen cohn comprehensive computer computing conference connected consulting cooling cooper cozman critique cviu cvpr data database databases degrade dempster dept discrete discrimination documents edinburgh ekman electrical emotional engineering equation evidence expression expressions face facial fast flairs friedman friesen from garg geiger generative goldszmidt graphical guide hajek herskovits huang human icme icml ieee illinois incomplete induction information institute intelligent interaction investigator issue joint journal kanade kaufmann labeled laird learning likelihood machine machines madigan massachusetts mathematics maximum mccallum meila merz method metropolis mistaken mitchell mixture modal modeling modelling models morgan motion network networks nigam nips oles operational optimal orientation pages pami pantic pattern pearl performance physics press probabilistic probability problems proceedings processing psychological psychologists reasoning recognition references relative reply report repository research review rigid rosenbluth rothkrantz royal rubin russell samples schedules sebe seeger sequences series society special stanford state static statistical strong system systems technical technology teller temporal text thesis thrun tian tracking trees universals university unlabeled urbanachampaign using value vibrations video vision visual with york zhang http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010525abs.htm 68 Structure From Motion for Scenes Without Features£ Anthony J. Yezzi Stefano SoattoÜ according accu active algorithm algorithms algoritm allowing also anal analysis apparent applied approximation approximations artificial associated astrom automat autostereograms balloons based bayes before below bertalmio blake both bottom boundary bubbles calibration cambridge camera cameras carving caselles cases chakraborty chan cheng cipolla coarse cohen comm communication comp competition computational computer conf conference constraints contour contours corresponding curvaturedependent curved cvgip cvpr decent deformable deformation despite differential diffusion direct duncan edges equations errors essentially estimates evolution evolve evolved faugeras figure final finding from frontier fronts functions game geodesic geometry giblin gives gradient growing hamilton hartley high horse hull ieee image images imaging implicit improved incorrect information initial inria integrating integration intell intelligence intl introduction jacobi journal kass keriven kimia kimmel kutulakos least left lenses level machine manipulation march mathematical mathematics medical methods metrology models motion multiband multiple mumford murray nonoscillatory note numer obtain only optimal order osher pages panagiotis partial pattern pdes photo physics piecewise poor pose possible press principles problem problems proc proceedings processing propagating pure racy reaction recognition recognizable reconstruction reconstructions recovered recovering references region report representation right rigid robotic robotics ronfard sapiro sastry scale schemes segmentation segmented seitz sethian shah shape shelf shown siam significant simultaneously smooth snakes soatto society solutions somewhat souganidis space speed staib stereo stereoscopic still strategies such surface surfaces technical technique terzopoulos that theoretic theory trans transactions tsai understanding unifying university using variational versatile vese view viscosity vision visual whereas while with without witkin yezzi yielded yuille zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010533abs.htm 69 Shape and Materials by Example: A Photometric Stereo Approach aldinger algorithm also anisotropic another answer appearance approximate arbitrary area arya assume assumptions automation avenue azuma bartlett based basri belhumeur beyond boston brdf brdfs cambridge case cast chisel chrome computation compute computer conditions conference consistency contrast correctly correspondence could curless cvpr dana degenerate depend depends designing detail detect determining dimensions discussion distant duchamp eccv editors effects engineering enough environment error every example exploiting extreme fields fixed frequency from fundamental future general generalizing geometric ginneken given goesele graphics handle hanrahan healey heidrich helmholtz highlight highly hill horn hybrid iccv ieee ikeuchi illuminated illumination image images individual infinite instance interesting interreflections investigating jacobs jones journal july kanade kautz known koenderink kriegman lambert lambertian lensch light lighting magda makes many marks mask master material materials mcgraw measuring method might mirror model mount moving multiple nayar nearest necessary need needed neighbor netanyahu number object objects observed optical optimal orientation orientations orthography over pages pami particular particularly pass pattern perfect photography photometric physical physicsbased pixels point possible practice principles proc proceedings properties purely questions ramamoorthi real reciprocity recognition reconstruct reconstructing reconstruction recovery reference references reflectance relax remain remove rendering representations require robot robotics salesin sampling satisfy scattering scenes searching seidel several shadows shafer shape should siggraph silver silverman similar single society some source space spatial specular statue stereo stereopsis structured stuetzle subsurface sufficient surely surface surfaces synthetic terzopoulos texture that these thesis this three trans transparency unknown using visible vision volume want when will with wolff wood woodham work world would york zickler http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010813abs.htm 105 Directional Histogram Model for Three-Dimensional Shape Similarity Xinguo Liu Robin Sun Sing Bing Kang Heung-Yeung Shum Microsoft Research Asia Zhejiang University Microsoft Research Microsoft Research Asia acquisition advances aggarwal analysis andd andt ankerst appear arman aspect automatic based berchtold besl blais chazelle chen classification cluttered communications complex computer computing conf conference congress create cvpr data database databases ddigital dense department description descriptor determination digital dimensional distributions dobkin efficient engine error estimation eurasip expo fast ffts fourier from fully function funkhouser garland general geometric graph graphics halderman hall harmonics hashing healy hebert heckbert hilaga histograms holt ibato iccv ieee ifsa ikeuchi images imaging improvements indexing inieeevisualization inintl intl jacobs jain johnson joint kang karhunen kastenmuller kazhdan kimia kohmura kriegel kunii lamdan levine levoy lindstrom loeve loncaric matching mckay medioni memory method metrics model modeling models moore multimedia multiview nafips object objects ohbuchi onrecentadvancesin orientedpoints osada otagiri pacific pages pami parameterized pattern polygonal polygonalsimplification pose proceedings processing quadric range real recognition references registering registration report representation representations retrieval review richter rockmore rusinkiewicz saupe scenes scheme science search seidl services shape shapes shapesimilarity shinagawa shum siggraph sigmod signal similarity simplification society spatial sphere spherical spin statistics stein structural surface survey surveys suzuki symp system systems takei technical techniques three time tools topology transform turk using variations vision volume vranic with wolfson workshop world http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010796abs.htm 103 Feature Selection for Reliable Tracking using Template Matching acknowledgement advancement algorithm alvey anandan another appendix application approach approaches artificial available been bound brady calculate calculated carnegie combined complexity computation computational computer conducted conf conference considered contract conventional corner cvpr derivation derived detection detector detectors done drawback each edge estimation evaluate evaluation example factorization feature features flow fram framework future good harris hierarchical high ieee image intelligence intern iterative japan joint journal june kanade left level lucas mapping matching measurement mellon method moravec motion multimedia noise only organization oriented other overcome pages part pattern pcpe point points proc proceedings processing proposed recognition reduced references regions registration requires research robot rover selected shape singh skipping small smith society some stephens stereo streams susan technique technology telecommunications template than that then theoretic therefore these this tomasi track tracking under university upper user vision visual with work http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010587abs.htm 76 Kullback-Leibler Boosting Ce Liu Hueng-Yeung Shum Microsoft Research Asia {i-celiu, hshum}@microsoft.com additive afgr ahuja algorithms also annual appearance application applications applied april baluja bartlett based best bishop boosted boosting buhlmann capable capture cars cascade clarendon class classes classification classifier classifiers coefficients compact components computation computational computer conclusion conf conference confidence construct correlation cvpr data demonstrate derivative designed detecting detection detector discriminates discussion distinguishing distributed distributions driven effectiveness entropy equal evidence example explanation face faces facial feasibility feature features figures find framework freund friedman gabor gaussian general gibbs girosi global harr hastie have however human iccv ieee image images improved inhomogeneous invariant invited jones kanade klboosting kriegman learn learning linear local logistic machine machines margin method methods michael minimax mixtures model modeling moghaddam more moreover mumford nature network networks neural nips nueral object observations often only oren osuna oxford pages papageorgriou paper pattern paul pentland poggio predictions press principle probabilistic problems proc proceedings properties propose proposed rapid rated recognition references regression regressions relationships representation robust rotation roth rowley schapire schneiderman shum simple singer snow society space spatial specific springer statistical statistics subspaces such sung support survey texture that theory this tibshirani tpami training unified used using vapnik vector view viewbased viola vision visual voting wavelet wavelets weak with yang http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010683abs.htm 88 Joint 3D-Reconstruction and Background Separation in Multiple Views using Graph Cuts Bastian Goldlucke and Marcus A. Magnor ¨ Graphics-Optics-Vision Max-Planck-Institut fur Informatik, Saarbrucken, Germany ¨ ¨ {bg,magnor}@grovis.de accelerated adapted additionally algorithm algorithms already alvarez analysis approach approximate april background based beardsley benefits birchfield both boykov camera clearly clues code coherence coloring computer conclusions conference constraints continous correspondence current cuts cvpr data demonstrate dense depth deriche discontinuities discrete disparity dyer dynamic easily eccv energy epipolar estimate estimation european evaluation even exact examples existing exploit extremely fast feedback field flexible flow formulation frame framework from functional functions further future geiger generalization geometry goldluck graph hardware have homogenous html hulls ieee image implementation improve improves include incorporate inria intelligence international into investigating ishikawa joint journal june kolmogorov lifting light lines linux machine magnor matusik maximum mcmillan method minimization minimized minimizing modeling more moreover motion multi multiple multiway natural necessary ngan occlusions occupancy opacity page pages pattern pfister photography photorealistic possible presented problem problems proceedings provide rapport recherche recognition reconstruction references rendering reproduce respecting results same sanchez scale scene scharstein seitz separation should siggraph simultaneous since slanted snow society solution space stereo streams successful summary surfaces szeliski taxonomy temporal that tomasi transactions unifying using veksler versa very vice video views viola vision visual visualisation voxel weickert well what will with work zabih ziegler http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010011abs.htm 1 Clustering Appearances of Objects Under Varying Illumination Conditions acquiring adini advances affine albedo algorithm america american analysis appearance appearances application automatic baker based basri belhumeur biological bsat cast changes chellappa chen chung classification clustering combining comparing compensating computer computing conditions conf conference curves cuts cvpr cybernetics data database detection dimensional dimensionality direction edelman eigenimages eigenvectors embedding empirical epstein estimation european example exemplars expression face factorization finding fitzgibbon flexible flynn framework from gdalyahu generative georghiades gesture graph grouping hallinan hanrahan hierarchical ieee illuminant illuminating illumination image images information intelligence invariant invariants inverse investigation jacobs jain jordan journal kanade kriegman lambertian learning light lighting lights linear listing locally machine malik many matching mathematical matrix modeling models moses movies murase murty nature nayar neural nine nonlinear nonnegative normalized object objects optical pages parts pattern pentland perona physics points polito pose possible press problem proc proceedings processing ramamoorthi recognition reduction references reflectance rendering representation review roth roweis saul science search segmentation seung shading shape siggraph signal silhouettes society sources spectral subspaces suffice surveys syntactic systems theory trans ullman under unifying using variable varying versus view vision visual volume weinshall weiss what workshop yuille zheng zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010273abs.htm 33 Resolution vs. tracking error: zoom as a gain controller B. J. Tordoff and D. W. Murray Department of Engineering Science, University of Oxford Parks Road, Oxford OX1 3PJ, UK academic accurately acknowledgements active adaptive aerospace algorithm algorithms always analysis approach asme association automated automatica averbuch based basic both bound brooker calibrate calibration california carnegie case closed competence computer conference confidence control council cvpr data dayan delays demonstrated detector development diego different electro electronic engineering ensure epsrc errors essential evaluation examine filtering fixed focal fortmann frame from goal grant hardware head high higher highest ieee image implement inherent interacting january jazwinski journal kalman knowing length lens lenses level linear loop made manoeuvre mathematics matter mazor mclauchlan measurement mechanical mechatronics mellon methods microprocessors microsystems model modelling modular multiple murray necessary order particular pattern performed physical platform prediction press problems proceedings processes rate reactive real recognition reducing references reid remains requests research resolution response safe scales scenes science series shalom sharkey simple society still stochastic studentship such supported survey system systems target that theory thesis this time tracking transactions uncertainty underlying units university used useful vandevelde vision visual volume what when where which whilst will willson with within woolfson work yorick zoom zooming http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010102abs.htm 12 Representation and Detection of Deformable Shapes Pedro F. Felzenszwalb Artificial Intelligence Laboratory Massachusetts Institute of Technology Cambridge, MA 02139 pff@ai.mit.edu academic active alamos algorithmic amit analysis application basri berg bertele biological biology blum brioschi calization center cnls computational computer conference contours cooper cootes costa coughlan cviu cvpr deformable detection determining dynamic editing efficient elements elschlager english faugeras fischler geiger geodesic geometry golumbic graham graph graphical graphs grenander grimson hopkins iccv ieee influence initialization jacobs jain johns july kimia klein kong kreveld laboratory lakshmanan leventon mask matching model models morphological national newsletter nonlinear nonserial object overmars pages pami pattern perfect pictorial prasad press proceedings programming recognition references registration representation research rubber schwarzkopf science sebastian shape shapes shock similarity small snow society springer statistical structures studies taylor technique template templates their theoretical theory training university user using verlag vision visual widrow without yuille zhong http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010432abs.htm 55 Toward a Statistically Optimal Method for Estimating Geometric Relations from Noisy Data: Cases of Linear Relations Takayuki Okatani and Koichiro Deguchi Graduate School of Information Sciences Tohoku University 980-8579, Sendai, Japan adaptive affine also amari analysis applicable application applied asian based bayesian becomes been best better between bias bickel bilinear biometrika bulletin cameras case component computation computer conditional conference confirmed conic consistent constraint conventional could covariance cvpr data depend dependent derived difficulty each econometrica editor effective efficient elsevier epipolar equally equations errors estimate estimated estimates estimating estimation estimator even examples expect expectations expected experimental experiments figure fitting flow functions further general generic geometric geometry godambe grids have heteroscedastic hopkins ieee improvement industrial inference information intelligence interest international invariables japan japanese johns journal kanatani kawanabe keren klaassen larger latter least leedan level likelihood lindsay linear machine manifold matei mathematics meer method methods metr model models more motion nature necessary neyman noise noisy nonparametric nuisance numerical observations occur optical optimality optimization optimum orders outlined over oxford pages paper parallel parameters parametric partially particular pattern pennsylvania planes points practice press problem problems proceedings projective provides ratio recognition references regression regularly relation relations relative relatively renormalization report rest results rigorously ritov rotation score scott seemingly selection semiparameteric semiparametric sense show shown situation small smallest society some spaced spread square state statistical statistics structure study synthetic technical than that theories theory there these thesis this tokyo torr transaction trials unconditional university using vision waterman well wellner werman when where whether with http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010077abs.htm 9 Shape-From-Silhouette of Articulated Objects and its Use for Human Body Kinematics Estimation and Motion Capture German K.M. Cheung Simon Baker Takeo Kanade Robotics Institute, Carnegie Mellon University, Pittsburgh PA 15213 able acquire acquisition across action aerobics algorithm alignment although analysis angles annealed applications applied applying approach arpa articulated articulation automatic automatically avatar ayer baker based black blake body boston both bouquet bregler buehler cambridge camera capture carnegie cham cheung cipolla clarity color combining compact compaq computer concept conference constraints construction contains contour converted corner correctly correspondences creating curved cvgip cvpr data davis december delamarre demonstrates dempster detecting deutscher difficult difranco dominant dublin each eccv estimated estimates estimation face faugeras february figure figures filtering fleet frame frames from gavrila generating gesture gortler graphics gray haritaoglu harwood have head hilton holler hull hulls human humans iccv ieee image images incomplete individual information input international ireland island iteratively january joint joints july june kakadiaris kanade kauai kinematic kriegman kungfu laboratory laird laurentini likelihood local lost lower malik matic matusik maximum mcmillan mellon metaxas minimum model models monocular mosaicing motion motions movie multi multiple numerical object objects octree once overlaid pages palm pami part particle parts pattern people person points ponce positions potmesil press proc proceedings processing proposed rapid real reality recipes recognition reconstruction recover recovered recovers references refinement rehg reid rendered rendering report representations research results right robust rubin sawhney scale scandinavian seen segmented segments selected sept sequence sequences shape shows sidenbladh silhouette silhouettes skeleton society springs statistic stereo stochastic structure summary system szeliski technical tele that their then this through time tool track tracked tracking trans understanding university used using vetterling video videos view views vijayakumar vision visual voxel what when where which while with wong workshop http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010828abs.htm 107 Curvature Correction of the Hamilton-Jacobi Skeleton active advances algorithm algorithms analysis arcelli august baja based biological biology blum borgefors bouix cambridge closed communications comparing computer computing conduction conference contour crank curve cvpr data dickinson differential discrete distance divergence eccv edit efficiently emmcvpr equations euclidean evaluation evolution fast form free grammar graphs grassfire hancock heat iccv ieee independent indexing international journal kaleem kimia klein labeling letters levine leymarie lncs maps matching medial method model multiscale nicolson numerical pages part partial pattern permanence philos points practical proc proceedings propagation ramella ranking recognition references relaxation ridge sanniti science scientific segments shape shapes sharvit shock shokoufandeh siam siddiqi simple simulating skeleton skeletons society solutions spie springer surfaces symmetry symp symposium tannenbaum theoretical thinning tirthapura torsello tpami transform tree type using video vision visual voice volume wave weighted width world zucker http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010821abs.htm 106 Computation of the Shock Scaffold for Unorganized Point Clouds in 3D Frederic F. Leymarie and Benjamin B. Kimia Brown University, Division of Engineering, Providence, RI, USA [leymarie,kimia]@lems.brown.edu after algorithm algorithms amenta applic approximates arising associated attali automatically axes axial axis back barber based before biological biology birkhauser bisector blum boehm borgefors boston both bottom bouix bounded brown bucket bump bunny chuang column comp components comprehensive compressed computer computing concepts conference continuous convex corresponding cross curve curves cviu cvpr cyberware data databases dataset datasets david deformations deformed description design devroye dimensional dimensions discrete distributed divergence eccv elonshock euclidean evolution example extracting face family fernandez figure flows form from gated gaussian generators geometric giblin gives graphical graphics greater group halliman hamilton head hulls human ieee ijcv image images indexing infinity interior interpolants intersection into ireland jacobi journal kernel kimia kluwer large largest lazarus lecture left lems leymarie lncs local malandain maps math medial meshed methodologies michelangelo middle models montanvert morpho nackman notes number object objects okabe original pages pair pami parameter part patt pattern patterns peternell peters pizer planes prautzsch proceedings propagation properties pull quickhull recognition reconstructed reconstructing reconstruction recovered rectangular references representation representing ridge right role scaffold scaffolds scattered science sebastian section segregation sets shape shapes shared sheets shlyakhter shock shocks shoot shown shows siddiqi side siggraph simplifying sits skel skeletal skeletonization skeletons smooth society soft spatial springer stanford structure suen surface surfaces survey symmetry tessellations their theoretical thesis thinning those three trans transitions tree triangular tubular under uniformly university using verlag verroust vertical vidal view visibility vision visual volume voronoi wave where which wiley with http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010518abs.htm 67 The Viewing Graph Noam Levi Michael Werman School of Computer Science The Hebrew University of Jerusalem 91904 Jerusalem, Israel noamlevi,werman @cs.huji.ac.il algorithm aloimonos andget approach cambridge computer conference constraints cvpr elimination engineering equation find frame from fundamental geometry hartley hebrew higgins iccv ieee image international inthesame joint journal linear longuet matching matrices motion multi multiple nature other pattern perception press proc proceedings projections projective properties quadrifocal recognition reconstructing reconstruction references same scene science september shashua society solve spetsakis structure study tensor theorem triggs university using view vision visual werman wolf zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010789abs.htm 102 Tracking Appearances with Occlusions Ying Wu, Ting Yu, Gang Hua Department of Electrical & Computer Engineering Northwestern University 2145 Sheridan Road, Evanston, IL 60208 allan amer analysis andrew andrieu appearance appearances applications approach arnaud articulated assoc automatic barbara based bayesian belhumeur birchfield black blake brendan california cambridge canada carlo carolina cham chen clustering color comaniciu computer computing condensation conditional conf conference contour corfu cvpr david density dorin doucet dynamic editors efficient eigentracking ellitical estimating european exclusion factorial figure filtering fleet framework freitas frey geometry ghahramani godsill gordon gradient graphical greece greg hager harpreet hawaii head hidden hilton histograms huang ieee illumination importance independent india inference inferring intelligence intensity introduction isard island jaakkola james jepson john jojic jordan july june kauai kentaro kevin kumar lawrence layer learned learning logvinenko maccormick machine maraghi markov matching mean meer methods metric michael micheal mixed mixture model models monte multiple murphy nebojsa nemanja network object objects online pages parametric pattern pavlovic peter petrovic practice principle probabilistic proc proceedings propagation rakesh ramesh real recognition references region rehg representation resampling rigid robust rong sampling santa saul sawhney sept sequences sequential shift society south space spatial springer stan state statist statistics stochastic subspace switching systems tanya theoretical thomas time tommi toyama tracker tracking trans transformations transformed using vancouver variational verlag video view viewbased vision visual visvanathan vladimir volume with ying york zhang zoubin http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010026abs.htm 3 Joint Manifold Distance: a new approach to appearance based clustering Andrew W. Fitzgibbon and Andrew Zisserman Robotics Research Group, Department of Engineering Science, University of Oxford, United Kingdom http://www.robots.ox.ac.uk/~vgg Abstract acknowledgements additional adini advances affine aistats albedo algorithms allows analysis appearance approach arbitrary arranged automatic avidan based basri been belhumeur between bill black capel cars case cast challenging changes character choudhury classification cliffs clustered clustering commonly comp compared comparisons compensating component computer computing conclusions conference considered constraint cvpr dahmen darrell data david definition deformation denker detection determining dimensional direction discussions distance distances dramatic dubes duplicates each eccv effectively englewood entirely epstein experiments extended face faces fewer figure finding first fisher fitzgibbon frey from gain generated generative grateful hall hard have heckerman histogram iccv icip icpr ieee ijcv illumination image images independently individual industrial info integrability interpolation into introduced invariance invariant irrelevant issues jacobs jain joint jojic kanade keysers krystian lambertian learning lecture levin lighting linear lippman listing literature long main manifold matches matching measures members ments method methods michael mikolajczyk milgram mixtures models more moses movie movies multiple multiresolution naturally nearest need neighbour neural newton nips nonlinear nonuniform notes objects observations observe online optimizer over pages pairwise pami paper parametrized pattern performance performed photometric point pragmatically prentice present principal prob probabilistic problem proc proceedings propagation provide pursuit reasons recognition reduced references reflectance region remaining remains representing requires robust roughly same schmid schneiderman schwenk science second segmented september sequence sequences sets shakhnarovich shape shashua siam simard single slowly smooth snow society solve sorensen space span springer springerverlag stat step strength subspaces such superior suppressed tangent technique temporal term that theiner then this torre transformation transformations triggs trust ullman under unknown used using varying vasconcelos victorri video viewpoint vision visual volume where which while will with yuille zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010673abs.htm 87 Illumination Chromaticity Estimation using Inverse-Intensity Chromaticity Space america analysis andersen applications assessment augsberg basis bayesian better boomgaard brainard breneman brighter channel classification classifying color colorum colour components computer computing conditions conference constancy constrained constraints convex correlation cvpr dichromatic divergence drew eberhard ebisui estimating estimation european finlayson first framework freeman from functions funt geert germany geusebroek gevers granum graphics gratibus hebert highlights histogram hordley hubel ieee illuminant illumination image images intelligence internation international invariance journal kanade klett klinker lambert lehmann lennie light line luminis machine measurement measuring mechanism mensura method model modeling multi mutual natural optics page pages palm pattern perceiving perception perspective photometria physical pixel proceedings real recognition references reflectance reflection research rosenberg roughened scene schaefer schulte search sensor separate shading shadows shafer simple sive smeulders society solving sources sparrow specular standard surface surfaces system theory thrun tominaga torrance trans umbrae unifying using vision volume wandell world zmura http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010835abs.htm 108 algorithm allowing also analysis angle application assuming automated average both bouix boundaries boundary canada chorin circular computer conference containing convergence corroborate cvpr damon description detect dickinson dimensions dimitrov echocardiography editing efficient euclidean experiments explicitly fluid flux form from geometry given global graphs greece hamilton hancock have identification ieee imaging information integrals international introduction invariant jacobi journal july kerkyra kimia kline lagarias lncs manuscript marden matching mathematical mead measure measurement mechanics medial medical nelder nonzero numerical object objects optimization outward pages parametrization particular pattern phillips pizer point points populations preparation presented primitives proceedings processing properties real recognition reconstruct reconstructed reeds references region regions reveals robust sebastian september several shape shapes shock shokoufandeh shown shows shrinking siam siddiqi similarity simplex skeletal skeleton skeletons society springer stetten tannenbaum tends that theory three through thus time torsello types used value vancouver vanishes verlag viewed vision visual volume well whereas with workshop wright zucker http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010511abs.htm 66 A Critical Configuration for Reconstruction from Rectilinear Motion algebraic algorithms ambiguity ambiguous astrom beitrag computer conclusion conference configura configurations copenhagen critical curves cvpr denmark doing dualizing dublin editors eines environments ermittlung euclidean european families from gefah geometry gool hartley hawaii identified ieee images india international ireland june kahl kneebone koch krames large lncs made math maybank monatsh more multiple mumbai objectes orter oxford pages paper pattern perspectiven phys points press proc proceedings projective recognition reconstruction references rlichen scale scene semple shashua society springer structure surfaces theorie this three tions university verlag view views vision zwei http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010259abs.htm 31 Automated multi-camera planar tracking correspondence modeling Chris Stauffer and Kinh Tieu Artificial Intelligence Laboratory Massachusetts Institute of Technology Cambridge, MA, 02139 Abstract activities alan american analysis applications april areas association austin automated based between black bolles boxed camera cameras cartography caspi collins common communication computer computing conference consensus coordinate correspondence cvpr december dynamic eighth ellis establishing estimated evaluation even feature field fields figure fischler fitting found frame from general handoff hanna here highlighted homographies homography human humo ieee ijcai image images indicated international irani issue james javed june kanade khan large lily lipton machine many matching measure meeting michael model modelling monitoring motion mubarak multi multiple mutual nonoverlapping note nuclear objects observability omar ostland pages pairs pami paper paradigm pasula pattern performance pets pittsburgh proc proceedings random raquel rasheed recognition references region regions ritov robert robotic romano russell sample scenes sensors separate sequence shah shown signify simakov society sohaib some stationary stein streams stuart surveillance system systems that these they this topical tosequence tracking true uncalibrated used validate video view views vision will with workshop yaacov zeeshan http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010781abs.htm 101 Probabilistic Tracking in Joint Feature-Spatial Spaces active adaptive address algorithm aligning alignment also analysis annual another appearance application applications applying approach aspects automatic bandwidth bascle based bayesian belhumeur between bhattacharyya birchfield blake both bradski candidate case cheng choice choose cluster clustering coefficient color colour comaniciu comp component computation computational computations computed computer computing conditional conf conferance conference conjunction connectivity constraint contour corners crowley current cvpr dagm davis dense density deriche devin differs distribution does drive driven duraiswami each eccv edges efficient efficiently elgammal elliptical entropies entropy estimates estimation evaluation example examples external face factorization fast feature features fieguth filter first flow focused formalization frame framework from fukunaga function functions fundamental future gauss gaussian geometry german gesture gong gradient gradients guess hager hand handle handling head heads heisele histogram histograms hostetler hypothesis ieee illumination image imposed imposes include includes information initial insensitive integration intelligence intensity interface international involves isard issues joint journal july june kalman kanade kernel kernels kerssel likelihood localize location lookup lowe machine mainly martin maximization maximizes maximizing mckenna mean measurements meer method methods metric mixture mode model models most motion moving mulivariate multipole mutual necessary need objects obtain olson once only optimal orthography other over pages paper parametric part particle pattern perceptual pixel predict prediction presented preserve preserved proc proceedings propagation provide provides raja ramesh range rates real recognition references region registeration registration related remain remains repeated representation represented representing rigid ritter robust scott search second seeking segmentation sequences shape shift shown similarity since smooth society some sparse spatial statistical stochastic streams structure such switzerland tables target term terzopoulos that their then theories theory thesis third this three through time tion tomasi topic tracked tracker tracking transaction transactions transform under used user using vancouver variance video viola vision volume weighted well where which wileyinterscience will with within work workshop would zurich http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010556abs.htm 72 Fast Variable Window for Stereo Correspondence using Integral Images Olga Veksler NEC Laboratories America, 4 Independence Way Princeton, NJ 08540 olga@nec-labs.com achieve acknowledgments adaptive advantage algorithm another applications approach approximately april arbitrary area areas asada automatic based berry bertin best better binocular birchfield bobick cgip chai compact compute computer conference constant continuity correction correlation cost costs crow cvpr cycle database december dense depth detection determination digital direction disparities disparity dissimilarity eccv efficiency efficient environment evaluating evaluation experiment exploiting explore exploring face faugeras find flexible from fusiello future geiger gennery ground handley handling hannah hotz iccv ieee ijcv image imagery images implementatinos implementation inria insensitive integral intille iterative jones kanade kang kidode ladendorf large learn levine like linear making mapping maps matching mathieu means measure method middlebury minimum modelling moll mori multi multiple number occlusion occlusions okutomi over page pages panton pattern phengrs pixel pixels plan prediction proceedings prof properties providing proy quickly ratio real recognition rectangular references report research roberto robust running same sampling scharstein siggraph size small society space stereo stereocomparison suitable summed symmetric szeliski tables takes technical technique texture thank that theory theron thesis thus time times tomasi tpami truth vehicle veksler vieville view viola vision vuillemin well whether window windowing windows with would yagi yuille zhang http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010651abs.htm 84 Vector-Valued Image Regularization with PDE's : A Common Framework for Different Applications D. Tschumperle´ R. Deriche addison akeley alvarez amelioration analysis angeles anisotropic antipolis appl applications aubert austvoll ballester barash based becker bergen bertalmio bilateral biological bloc blomgren bruckstein buerkle calculus cambridge case caselles ceedings chan coded color common comp compressed computer computing conference constrained curvature curve cvpr cybernetics data december department deriche detection deterministic diewald different differential diffusion diffusions direction domains edge editor elastica embedded equations euclidian euler evolution field figure filtering flow framework from functionals fusions general geometric gerig gradient graphics gray harmonic ieee imag image images imaging inpainting inpaintings inria intelligence internat international interpolation israel issue ivar ivees january jolesz journal jpeg july june kang kikinis kimmel koenderink kornprobst kubler kurt laboratories laurence left linear local longman lossy lucido luis machine magazine magnification malik malladi manduchi manifolds maps march math mathem mathematical mathematics medical method methods minimal models movies multi multivalued nice noisy nonflat nonlinear norway note numeriques object olution operators pages pardo partial partially partielles pattern perona post pour press preusser probability problems proc proceedings processing puerto quelques rachid rapport real recherche recognition reconstruction references regularization removal report restoration rico rigaud right ringach rumpf sapiro scale scandinavian schem science sciences segmentation september shah shen siam siggraph signal sochen society sophia space special springer structure stuttgart surfaces tang technical teubnerverlag text texture theory thesis timedependent tomasi total towards traitement trans transactions transport tschumperle ucla ulation unconstrained unified universite university used using valued variation variations vector verlag viewpoint vincent vision visualization volumetric weickert wesley with zenzo http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010195abs.htm 23 High-Accuracy Stereo Depth Maps Using Structured Light able acknowledgments acquire acquiring active addresses advances agin aimed alexander algorithms also alternative applicable approach areas automated aware batlle beautiful became besl better binford both bouguet camera cameras capturing challenge close coded combination community comp comparable compute computer concurrent conference correlation correspondence correspondences creating currently curved cvpr data deal decoding description desk developing devise dimensional directly disparities disparity doing dynamic editor encodings error estimation existence fill following frames ground here high highlights highquality hope however iccv ieee illumination images imaging instead instrumental inter invaluable jorge just light locate machine manual maps marked matching measures method methods mirrors motion mouaddib objects occluded optical paper pattern patterns perona photography pixel pixels plan possible presented problem proceedings produces progress projected projector projectors quality range real recent reciprocity recog recognition references remaining research results rodes salvi sanz scenes semi sensors simpler simply society solve static stereo structured such survey technique techniques temporally thanks that these this time trans truth unknown unlike using vandenberg vision while will with work would yield your zickler http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010171abs.htm 20 Multi-view Stereo Beyond Lambert£ Hailin Jin Stefano Soatto Anthony J. YezziŞ algorithm algorithms also analysis anisotropic appearance arbitrary artificial based baseline belhumeur beyond bhat blake bottom bouguet boult brdfs brelstaff carving chen cohen color comp compared compression computer conf conference constraints curvature cvpr data debevec dependent detecting determining efficient eigen equations estimated evolution exploiting fang faugeras field fields figure first from fronts global gortler ground grzeszczuk hamiltonjacobi hardware hawkins helmholtz horn ieee ikeuchi illumination image images intell intl inverse july june kanade keriven kriegman kutulakos lambert lambertian level light lumigraph machine magda malik mapping measuring method methods middle model modeling models multi multiframe multiple nayar nishino obtained okutomi orientations osher pages pattern photographs photometric physics point polarization presence press principles problem proc proceedings processing propagating radiance real reciprocity recogn recognition reconstructing reconstruction recovering references reflectance reflection reflections removal rendering report representation results robot same sato scenes seitz sethian shape siggraph soatto society space specular specularities speed stereo stereopsis surface surfaces symp synthetic szeliski taken technical tensor texture theory trans true truth ucla using vantage variational view vision visual ward with yezzi zickler http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010497abs.htm 64 Line Reconstruction from Many Perspective Images by Factorization affine algebra algorithm algorithms applications based between cambridge cameras characterizing common computer conference conics constraints correspondences cvpr data detection eccv factorization factorizationbased faugeras fitting from geometry hartley having heyden hlava huynh iccv ieee ijcv image images intensity jacobs joint kahl kanade line linear lines lncs lond many martinec massachusetts matching method methods missing morris motion mourrain multi multiple november occlusions orthography outlier pajdla pami pattern perspective phil point points practice press proceedings projection projective quan recognition reconstruction references september sequences shape society springer streams structure sturm submitted theory tomasi trans triggs uncalibrated under university urban video view views vision volume with zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010003abs.htm 0 Illumination Normalization with Time-dependent Intrinsic Images for Video Surveillance Yasuyuki Matsushita Ko Nishino Katsushi Ikeuchi Masao Sakauchi Institute of Industrial Science, The University of Tokyo, Tokyo, Japan {yasuyuki@sak, ki@cvl, sakauchi@sak}.iis.u-tokyo.ac.jp Department of Computer Science, Columbia University, New York, U.S.A. kon@cs.columbia.edu academic adelson american appearancerepresentation applications background barrow based bayesian believe brumitt cast characteristics code cognitive color computer conf conference corresponding current cvpr daniilidis data deriving detection direct drew early editors eigenfaces eigenspace enough estimation european fast finlayson framework from handler hanson highdimensional hordley huang hulls identification ieee illumination image images implementation index inference international interpolation intrinsic jiang journal katayama kilger knill koller krumm land learning maintenance management mech meyers model models monitoring monocular moving multimedia mumford murase nagel natural nayar nearest neighbor nene neuroscience object ostermann parametric pattern pentland perception poggio potential practice press principles proc proceedings processed processing queries real realtime recog recognition recoveringintrinsic references reflectance removing research retinex richards riseman road satoh scene scenes scientific segmentation sequences shading shadow shadows sigmod society statistics stauder structure system systems tenenbaum theory though time toyama tracking traffic transactions tree turk using video vision visual wallflower ward weiss workshopon http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010635abs.htm 82 Kernel Principal Angles for Classification Machines with Applications to Image Sequence Interpretation Lior Wolf Amnon Shashua School of Computer Science and Engineering Hebrew University of Jerusalem Jerusalem, 91904 Israel actually adaptive advances aitken algebra algorithm allow also analysis angles annual applications approximation artificial automatic baird basis become between beyond biometrika biuk bjork boser branches broadcast brualdi cambridge case classes classification classifiers cognitive combined computation computational computed computer computing conf conference contributions coordinates cootes could cvpr darrell data decoste defect definite denker determinants document does doubtly eccv edition edwards eigen elements european evidence face faces favor fisher formalism found friedland from fukui function general gesture golub gong grassman guyon have holds hotelling http huji iapr ichi identification ieee image important improving including information input instance institute integrating intelligence interesting international interpretations interscience introduced invariances invariant journal katsoulis kazuhiro kernel kernelization kernels laboratory learning lecun linear linearities loncaric long machine machines macinnes made maeda making margin massachusetts matching mathematics matrices matrix mean means measure memo methods metric model models multi multilinear network neural neuroscience noting numerical numerous object observations obtain only operating optimal osamu over palavouzis paper papers pattern pentland performance poggio pose positive possible pothen present presented press principal problem proceedings processes processing production prop prototypes provides psarrou publishers random real recognition references relations scholk science scope selected sense sequence sequences serve sets shakhnarovich shashua siam signal simard similarity smola society solution some space sparse specifying statistical stochastic structural structure structured subspaces summary support symmetries symposium syntactic synthetic systems table tangent taylor technology temporal term that theory this three tracking training turk type types useful using vapnik variates vector vectors vehicle vetter victorri video view vision volume what which wiley with wolf workshop worth would yamaguchi http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010095abs.htm 11 Statistics of Shape via Principal Geodesic Analysis on Lie Groups P. Thomas Fletcher, Conglin Lu and Sarang Joshi Medical Image and Display Analysis Group, University of North Carolina fletcher@cs.unc.edu academy acknowledgments active addition advice also analysis anuj appearance application applications augmented averages averaging axis based benefit beyond blum body bounds brain branched bulletin buss carlo carolina chaney cognitive complex component computer concerns conference connections consisting containing cooper cootes croke csernansky curtis curves cvpr data deformable department describing description descriptions design dimensional directional discussions distances distribution done driving duistermaat edwards eigenfaces estimators euclidean european expect extend extrinsic fast features fifth figures fillmore fletcher framework from gado geodesic gerig goodall graham grant graphics gregg grenander group groups haller hand handle handled have high hilbertschmidt hippocampal however http ieee image imaging includes incorporating information inherently instance intelligence intend international interpolating interpolation intrinsic introduction inversion iterative john jolliffe joshi journal kegl kelemen kendall kinematics klassen kolk krzyzak kumar learning like linder linear london loosely lower machine manifold manifolds manipulation manjari mapping mardia marron mathematical matrix means medial medical methods metrics midag might miller minimize minimizing moakher model models monte more morphometry multiple multiscale murray nagel name national neuroscience nonlinear normals north object objects only orientations other pages paper papers parameters pattern pentland pizer plan point presented press principal problem proceedings processing procrustean procrustes projective promising providing rather recognition references related report represented reps research results rigid robotic robotics rotations royal rules sastry scenes schizophrenia science sciences segmentation several shape siam signal similar smooth society sons space spaces spherical splines springer squared srivastava stationary statistical statistics steve styner subdivision support surface surfaces symmetric szekely taylor technical technique thall than thank that their they this three tracton training transactions turk under underlying understanding university used useful using valued variability verlag vision wang weighted which wiley will with work would yushkevich zefran zeger http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010665abs.htm 86 Shedding Light on the Weather above additional aiming also ambartsumian analysis angle antyufeev appearance appendix applied assume astronomical atmosphere august automatically azimuth been begin boundary brevity bulletin calculating camera carlo chandrasekhar computer condition conditions conference confusion constant convenience cvpr defined degradation dehazing derivation details dover drive drop each eccv elliott equation equations erevan expand expanded extent found from function functions georgiev given greenstein hanrahan harmonic hask henyey hulst ieee ijcv image images improving infinite instant integrating integration intensities intensity into inverse ishimaru jensen john kaneda known legendre levoy light lighting lmfmd london marschner marshak mathematical mccartney media medium method middleton milne model molecules monte more multiplying nakamae narasimhan nayar nishita note oakley observatory obtain okamoto optics orthogonality outdoor over parameters participating particles pattern phase physical point polarization polynomial polynomials poor posed practical presence press problem problems proc proceedings processing product propagation provides publications publishers qmfmd qmid quality radiant radiative random recognition references report respect review rewrite rewriting rewritten royal rushmeier russian satherley satisfies scattering scene schechner sciences series shall shown siggraph similarly simplify simulators since sketch small society solution solve solving some sons source sphere spherical spherically substitute substituting subsurface such superposition suppose symmetric tech technical term that then there this through toronto torrence trans transfer translated transport university using visibility vision wang wave weather when where wiley with within wklk zonal http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010461abs.htm 59 Simultaneous Smoothing and Estimation of the Tensor Field from Diffusion acknowledgments addition anal anisotropy assistance authors based basser bihan block both brain chen clark comparison computations computed computer conference connectivity consisting coupled cvpr data demonstrated depicted deriche detail diffusion discretized echo effective effectiveness efforts elucidated errors essential estimated estimation experiments features fiber fibers finally focus fractional from frouin further future generating golub hopkins however human ieee imag image imaging inference johns jolesz kikinis lebihan limited loan magn maier mamata mangin mapped mapping mareci matrix mattiello mcgraw memory merical method microstructural model nabavi newton nocedal nonlinear normal optimization orthonormal pang parker particlebased particles pattern perspective physiological pierpaoli poupon presented press principle proc proceedings processing quantitative quasi random real recognition reduction references regis regularization rendering reson restored results retain scheme schnabel self series sets show smart smith smooth smoothing society spin spray springer synthetic systematic tensor tensors thank tissue towards tract tracts tschumperle univ using variation vector vemuri verlag vision visual visualization vlsm wang were westin will workshop wright http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010571abs.htm 74 Learning Dynamics for Exemplar-based Gesture Recognition ability achieve action activities alternative american analysis application applications approach articulated artificial audio august australia austria automatic based bengio between blake bobick bourlard brand brisbane capture cohen communication complex computer computing conference connectionist continous contribution coupled cvpr darrell data davis decouples density detecting detection distance distribution domains dynamics edge estimation estimators eurospeech exemplar exemplars experimented experiments explicit facilitates feature february flexible formulation francisco franco frey from gaussian gavrila gesture gestures graphical hausdorff head hidden hierarchical hmmbased human huttenlocher icassp iccv ieee image images intelligence international jojic journal june kanade language large learning likelihood machine markov markovian matching maximum metaxas metric model modeling modelling models morgan morimoto movement mulivariate multi namics nelson nonparametric nueral object objects observation occluding oliver olson order oriented orthogonality page pages paper parallel parameters parametric pattern pentland philomin pixels polana powerful probabilistic probability proc proceedings processing rabiner real recognition recognize references rehg renals representation rhodes scott selected self sequential shah showed sign signal simple simulation sixteenth smart society soudoplatoff space spaces spatial speech starner suveys system systems target template templates temporal that their this time toyama tracking transactions transformation transforms tutorial uncertainty used using utilizes vehicles versus video videos vienna vision visual vogler volume where wileyinterscience wilson with workshop yacoob http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010485abs.htm 62 Estimation of omnidirectional camera model from epipolar geometry Branislav Micu s´ik Toma´s Pajdla Center for Machine Perception, Dept. of Cybernetics, Faculty of Elec. Eng. Czech Technical University in Prague, Karlovo nam´ . 13, 121 35 Prague, Czech Rep. {micusb1,pajdla}@cmp.felk.cvut.cz Abstract above accuracy actual adjustment aggarwal algebraic algorithm allowing allows angle applicable approach ative bakstein based bauer between blind boujou brauer bundle burchardt calibrating calibration cambridge camera cameras catadioptric central class coastalopt computer conclusion conclusions conference constraint constraints converter coolpix correct correspondences creating cviu cvpr demmel demonstrated designs digital distortion dongarra eigenvalue enforcing epipolar estimated estimating estimation exact experiment experiments extended farid field figure fish fisheye fisheyep fitzgibbon form formulate formulated from full function general geometry guide hartley high http iccv icip icpr ieee ijcv image images important including incorporate into intrinsic june kang kumler large larger leading left lens lenses linear lines meerbergen method metrical mirrors mobile model mosaicing motion multiple nayar nikon nonlinearities nonlinearity nonmetric notice november number oliensis omnidirectional pages pajdla pami panoramic paper parameter parameters pattern performance philadelphia plane point polycameras popescu possessing practical presented press problem problems proc procedure proceedings process projection proposed providing quadratic rather realize recognition reconstruction reduction references removal reprojected review right robust ruhe self setup shah siam simultaneous single society solution starting stein steps straight strong structure sturm sufficient suggested summary svoboda swaminathan technique templates tests than that their tisseur trajectory triangulation tripod turkowski type understanding university used useful using view vision volume vorst voss were wide with workshop xiong zhang zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010858abs.htm 111 3D Modeling Using a Statistical Sensor Model and Stochastic Search Daniel F. Huber Martial Hebert The Robotics Institute Carnegie Mellon University Pittsburgh, Pennsylvania 15213 able academic acknowledgments acquisition advance algorithm algorithms allen also analysis analyze annealing answered application applications applied approach approximate arrive asian automated automatic avenue based basic batch before bernardini besl best beyond bishop blaer bottom building california camera capture carmichael carnegie case cluttered combination company complex computer computing concept conference constructing correct curless currently cvpr daniel data described developed digital dimensional each eastman eccv edge editors effects efficient engine entire environments errors european evaluate events exhaustive explicitly exploiting explore extended fast fellows fifth filtering finally first focus forth found framework from fully future general gold good graph group groups gueorguiev have hebert here heyden huber hypothesis ieee ikeuchi image images imaging improved incorporate information inherent input institute intelligence international into issues iterations iters johansen johnson journal kanade kluwer known kodak large larger less levoy likelihood likely local localization machine makes match matching mckay measure mellon method michelangelo model modeling models multiple multiscale narayanan networks neugebauer neural nielsen nishino normalized number object objects october operation operations other outputting overcome oxford pages pair pairs pami part partition pattern performing pittsburgh plan position positions possibly presented press probabilistic proceedings program project propose publishers quality question questions quite rander range rather real reality reasonable recognition reconstruction references regiatration register registering registration rendering representative robotics robust rushmeier rusinkiewicz sample sato scale scanning scenario scene scenes search searches second secondly seconds selection selectively sensor sequential sets shape shapes showed siggraph simple simulated simultaneous site size small society solution solutions some sort space sparr specific spin stamos stanford statistics statues stochastic strategies strategy study successful such summary supported surface symmetry synthetic table test than that them thesis this three through time toward transactions troduction understanding university unknown update urban using varying view views virtual virtualized vision visualization volumetric want weighting what wheeler where which while will wise with work workshop world worlds http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010657abs.htm 85 Motion Deblurring Using Hybrid Imaging above academic acha acknowledgments acoustics adaptive adding adkins aizawa also america analysis anapplication appearance applications approach approxi approximating articledisplay articleid assume assumes average averages award baker bascle based between blake blur blurred boshusha both break camera canon capture capturing change choong chronological circuits clarity combined computational computer conference consider constant constrained constraint content convo corresponding cvgip cvpr darpa deblurring december deconvolution degraded derivative derivatives different digital direct directions displacements displayproduct distribution dividing does during each eccv edition edmund edmundoptics engineering equation equations equipment estimation european fabian fifth flow focus formation fourth frame frames from gamal generality graphical hamamoto hanna have high however html hybrid identification ieee image images implicitly index industrial instantaneous integration interacting international invariant iterative jansson josa journal kanade kernels know kopeika kumar lantzman levy limits little loss lucas lutions macadam malah mating meaning method models moon motion motions multiple multiplying need neither noisy note omit only optical optics order orderings outback outbackphoto outof page pages pami parameters pattern peleg permutation peter photo photograpy pixel point popular popularphotography practical predicting press proceedings processing productid purpose recognition recovery reduced refer references registration resolution respect restoration reviews robust roper sang satisfies sawhney scene science second sensor september sequence sequences shakecorrect shall shift show siggraph signal signals simultaneous since single snapshots society solid spatial spectra speech state stereo stereoscopic super superresolution supported symmetrical synthesis taken technique technology tefbin temporal that their them therefore these this time true uifi understanding using values vectors very vibrations video vifi vision visual wacv were where which with without woong work workshop world written xinqiao yanlin yields yitzhaky zhou zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010762abs.htm 99 Feature Selection by Maximum Marginal Diversity: optimality and implications for visual recognition Nuno Vasconcelos Department of Electrical and Computer Engineering University of California, San Diego, nuno@ece.ucsd.edu adaptive ahuja analysis andd appearence application approach architecture based basu bayes belhumeur bell blind brodatz canada carneiro carolina circuits class coefficients cognitive collins colorado complex computation computational computer conf conference content continuous copenhagen corresponding cover criteria cvpr data deconvolution denmark denver detection discriminant diversity dublin each editor eigenfaces eigenfacesvs elements entropy error european evaluation feature features february figure filtering fisher fisherfaces fort from geneva haykin head hespanha hilton huang ieee image images independence information intelligence international ireland jain john joint jones journal july kriegman learning likelihood linear linsker lippman machine march marginal maximisation maximum micchelli minimum modeling models most multivariate mumford murase natural nayar network neural neuroscience north noting object objects olsen organization padmanabhan pattern pentland perceptual performance portilla principe probabilistic proc proceedings processing projection real recognition recognize references regognition responses retrieval robust role roth sample saon second sejnowski selection self separation simoncelli small snow society souurce specific speech statistical statistics switzerland symposium synthesis systems texture textures that theoretic theories theory thomas time trans turk unsupervised using vancouver vasconcelos viola vision visual volume wavelet what wiley with workshop yang zongker http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010069abs.htm 8 Kinematic Jump Processes For Monocular 3D Human Tracking Cristian Sminchisescu£ Bill Triggs INRIA Rhone-Alpes,^ GRAVIR, 655 avenue de l'Europe, 38330 Montbonnot, France Cristian.Sminchisescu,Bill.Triggs @inrialpes.fr, www.inrialpes.fr/movi/people/ Sminchisescu,Triggs acknowledgement action annealed anthropometric approach articulated associated badler barr based black blake body borgne building capture carlo chen choo computer condensation conditional conference consistency control copenhagen correspondences coupling covariance cvgip cvpr davidson davis deformations density determination deutscher dimensional eccv espiau figures filtering fleet fletcher from function gavrila global goswami graphical graphics hand hawaii high human humans hybrid hyperdynamics iccv ieee ijcv image implicit importance interface inverse isard john kinematics likelihoods limbs local maccormick methods minima model models monocular monte motion multiview objects optimization oxford pages particle partitioned partitioning pattern people point postures practical primitives probabilistic proceedings project propagation publications quality real recognition reconstruction references reid roadmaps robot sampling samson scaled science search sidenbladh sigal single sminchisescu society solid spacs stochastic supported synthesis task taylor techniques time tolani tracker tracking triggs uncalibrated using vibes view vision visual volume washington wiley with work http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010621abs.htm 80 Generalized Principal Component Analysis (GPCA) Rene´ Vidal Yi Ma Shankar Sastry Department of EECS, University of California, Berkeley, CA 94720 advances also analysis analyzers applied based berkeley bilinear bishop body boult boundaries brown california case collection collins component computation computational computer computing conference constraint costeira cvpr dasgupta dynamic eccv eigenenergy eigenvalue epipolar equivalent estimating exponential factoring factorization family feature figure first forms frame from fundamental generalization generalized gpca iccv ieee ijcv image independently information intensities jollife journal kanade kanatani kernel linearly mase matrices matrix method mixture mixtures model modeling motion motions moving msfm muller multibody neural nips nonlinear objects optimal pages pairs pattern perspective principal probabilistic problem problems proceedings processing product reads recognition reduced references remark royal sastry scenes schapire scholk segmentation selection separation shashua shizawa shown smola soatto society springer statistical structure subspace such systems then theory thesis thethe this tipping transparency truck understanding unified university verlag vidal video views vision visual volume with wolf workshop york http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010643abs.htm 83 Image Repairing: Robust Image Synthesis by Adaptive ND Tensor Voting Jiaya Jia and Chi-Keung Tang Vision and Graphics Group, Computer Science Department Hong Kong University of Science and Technology {leojia,cktang}@cs.ust.hk adapted admissible alexei analysis andrew angeles asymptotically ballester barrett based bergen bertalmio bigun bing bonet caselles chai chan coefficients color complex composition computation computational computer concentric conference cues curvature cvpr darwyn david deng dense department derivative diffusion diffusions direct driven eero efros elsevier extraction fast feature features framework freeman garding handling heeger iccv ieee ijcv image images inpainting inpaintings intelligent james javier jinxiang joint jonas kang kass leung levoy lindeberg linkoping local manjunath marc mathematics medioni michael model mortensen mosaics multi multiresolution occlusion operators parametric pattern peachey perlin portilla proc procedure proceedings processing pyramid quantization quilting reaction recognition references regions rendering report richard sampling sapiro scale scissors segmentation seventh shape shen shum siggragh siggraph simoncelli sing society solid spatial statistical statistics stereo surfaces symmetry synthesis synthesizer szeliski tang technical texture textures texturing theories thesis tony tpami transfer treestructured ucla university unsupervised using vector video view vision wavelet willian with witkin workshop yining http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010369abs.htm 46 Error Analysis of 3-D Motion Estimation Algorithms in the Differential Case algorithm algorithms aloimonos along ambiguities america analysis anisotropic approach average baumela behavior bottom brockett brooks camera capable carnegie cause characterizing cheong chojnacki clear coke computer conditions conference configurations corresponds cost cviu cvpr depicting depth determining developed differences different differential direction dissertation distortion each effect egomotion error especially estimates fermul fermuller field fields figure flow foes from functions generalized generic geometric geometrically global have heeger highlighted ieee ijcv image images implementation instantaneous interpretation jepson kanatani koseck left likely linear local lucas made matching mellon method methods minima motion motions motivated national noise noiseless noisy observability optical optimal optimization outside pattern plane proceedings recognition recovering recovery references renormalization residual right rigid sastry sequence shown shows shulman singapore soatto society sofa spectively statistics strips structure structures subspace surfaces thesis this topological true types typical uncalibrated under understanding university various vision were where which xiang yosemitenocloud http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010750abs.htm 97 ARoad Sign Recognition System Based on Dynamic Visual Model acquisition action addison after algorithms ampa analyzer aoyagi applications approach asakura assistance attention attentive bailey based batlle black blurred brain california camcorder candidates captured cart categorical category centre cham cime clark classes color colour column columns component components computer computers conceptual conference construction containing control corresponding crim cufi cvpr data detection editing eight electronics english episo example experimental extracted extraction feature features ferrier focus focuses francisco freeman genetic gregory guide hager helpful highway hill html http hurlbert iecon ieee image images incremental indexing industrial information informatique input instrumentation intelligent international lalonde many massachusetts mcgraw model module montreal national nature need network networks neural noisy normal object original outputs pacheco paper paris partial pattern patterns perceptual poggio preattention proceedings prof programming proposed publications readings real recherche recognition references regions regulatory report represent result results road robert robust scene sensory sequence sequences show sign signs skapura society some spatialtemporal stored study suggestions symposium system taipei taiwan technical techniques test their this time toyama tracking traffic training transduction university using vehicles video vision visual warning wesley white with without writing york http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010305abs.htm 37 Face Authentication using the Trace Transform abdeljaoued acknowledgments adaptive aeberhard afgr also applications architecture authentication author based belhumeur belongie bhanu bigun buhmann capdevielle captures carried characteristics class closed cognitive color communication comparing comparison computer computers conduct conference constructing context contribution cvpr database demonstrate derived detection discriminability distance distortion dubuisson dynamic eigenface eigenfaces elastic enhance epsrc evaluation evans experimental extended extensive face feature features first fisherfaces framework from frontal general gerstner grant graph hamouz hausdorff have hespanha huttenlocher icpr identical idiap ieee image images information integrated integration introduced invariant jain jonsson journal kadyrov kittler klanderman konen kotropoulos kriegman kurutach lades lange learning line linear link loop luettin machines mahanakorn maintaining maitre malik malsburg martigny masked matas matching mayhew mayoraz measure modified more nets neural neuroscience novel object pairwise pami partly pattern peng pentland performance petrou pitas pose practically primary proc proceedings projection proposed protocol provides puzicha received recognition references reinforcement representation research researcher results robust rucklidge scholarship segmentation shape shapes smeraldi society spatial specific srisuk structural support supported suppressing surrey switzerland technology tefas thacker that this trace trans transform turk under university using variation varying vector verification vision visiting vorbruggen vtsdb while with work wurtz yacoub zhang http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010375abs.htm 47 Discovering Clusters in Motion Time-Series Data access acknowledgments activity advances algorithms america american analysis applications approach artificial assignment assistive august automated award based baum bayes bayesian berkeley betke biological biswas bootstrap bregler cambridge camera career chains clustering cohen computer computing conf conference cvpr data debrunner discovery distance distribution dubes durbin dynamic dynamics eddy editors engineering event firoiu fleming foundation from functions gaffney gips grant grants grimson hall hard hidden hogg html http human humo hypothesis ieee image individual information informationtheoretic intelligence international investigation irani jain johnson jordan journal juang kearns knowledge krogh language learning machine manor mansour markov math matlab maximization measure methods mining mitchison mixtures models mouse mozer murphy murphyk national naval neural north oates object occurring office pages pami paradigms part pattern patterns pentland periodic petrie petsche preliminary prentice press principle probabilistic proc proceedings processing rabiner real recognition recognizing references regression rehabilitation research rissanen science selected selection sequence sequences series sign smyth society soft soules speech springer starner stat statistical stauffer supported systems technical technique technology temporal testing this time toolbox tracking trajectories trajectory tutorial uncertainty under university using video vision visual volume warping weiss with zelnik http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010413abs.htm 52 S-AdaBoost and Pattern Detection in Complex Environment abba abraham academic adaboost adaptive additive ahuja aleix algorithm algorithms analysis annual artificial aspects asymmetric bagging benavente benchmark benchmarks bias blake boost boosting borba carlos cascade cbcl chuan classification communications comparison complex computational computer computing conclusions conference constructing copenhagen corvallis cvpr data database databases datasets david deaprtment decision delve denmark detecting detection detector dietterich diploma discussion display domingo effectiveness eighteenth ensembles environment european evaluating evaluations experiment experimental experiments explorations face facedata faces fast first focus francisco freund friedman frontal future grove gunnar handling hastie hsuan html http iamges icml ieee images improvements index information intelligence international jerome jiang jones journal june kaufmann kluwer kong kriege kriegman learnability learnable learned learning limit logistic long machine madaboost majority march margin margins martinez maximizing methods michael ming mlearn mlrepository modification more morgan multi narendra national need neural niaad noisy november onoda oregon orst osamu pami paper papers pattern paul presence presents proceeding proceedings processing projects proposed publishers purdue quinlan raetsch randomization real recognition references regression report repository results robert robust scenario scenarios schapire schuurmans science shum society soft softwaredatasets some stanford state statistical statlog strength survey systems tech technical theoretical theory thirteenth this three tibshirani toronto transactions tree trees trevor twelfth undertaken university using valiant valid variance vasc version view viola vision watanabe weak well wenxin will with world wyner yang zhang http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010313abs.htm 38 Video-Based Face Recognition Using Probabilistic Appearance Manifolds active advances analysis anthropometric appearance application applications approach articulated audio authentication automatic automation based bayesian belhumeur best biometric bishop black blake blanz bregler buxton center cham character chellappa chen cheng classification complex computer condensation cone conf conference constructing cooper cootes cvpr darrell decarlo direct discriminating dynamic dynamics edwards eigen eigenspaces eigentracking error essa european evidence exemplar expressions face faces facial features figure fisher fitting from fromshading functions georghiades gesture gong graham gutta heuristic hochbaum howell huang human identification identity ieee illumination image images improving information integrating intelligence interpreting isard iyengar jebara jepson kakkad kriegman krue learned learning level liddell lighting linear lipreading literature long machine many maryland matching mathematics metaxas metric mixed mixtures model modelling models modular moghaddam morphable motion murase murphy nayar network neural nonlinear north object objects observations omohundro operations pages pattern pavlovic pentland performance person phillips pose possible probabilistic problem proc proceedings processing ratio real recognition references rehg report representation research rittscher robust romdhani rosenfeld russell salesin samal schodl self sequence sequences shakhnarovich shape shmoys shum siggraph sirohey society space starner state statistical stone structure surface survey switching symmetric synthesis systems szeliski taylor technical techniques term texture textures their time towards toyama tracker tracking training trans unconstrained under understanding university using variable variational vetter video view vision visual volume wang wechsler wilson winn with zhang zhao zhou http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010477abs.htm 61 Motion From 3D Line Correspondences: Linear and Non-Linear Solutions absolute academic advances algebra algorithms alignment america analysis applications approach automated bartoli based between bolles cambridge canny cartography cayley cheirality china classification closed collineation comparison computational computer computing conference consensus correspondences crapo csurka cvpr darpa data december demirdjian detection dimensional edge estimator estimators europe evaluated existing faugeras finding fischler fitting form from geometrical geometry gill graphics grassmann hartley hawaii hilden horaud horn ieee image images including intelligence international invariants isotropy journal july june kauai kriegman likelihood line linear lines machine massachusetts mathematics matrices matrix maximum methods model modelling motion mourrain multiple murray negahdaripour november ones optical optimization orientation orthonormal pages pair paradigm pattern penne point practical press proceedings processing projective proposed puter random real recognition reconstructed reconstructions references sample segments september simulated skew society solution space structure sturm taylor three transactions understanding university using view vision volume with workshop wright xian zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010340abs.htm 42 Video-Based Face Recognition Using Adaptive Hidden Markov Models Xiaoming Liu and Tsuhan Chen Electrical and Computer Engineering, Carnegie Mellon University, Pittsburgh, PA, 15213, U.S.A. xiaoming@andrew.cmu.edu tsuhan@cmu.edu aalborg acknowledge acknowledgment adaptation adapted adaptive algorithm along also analysis analyzed appear appearance appearing application applications approach april architecture atlanta audio august authors automatic baker based belhumeur better body both break buhmann carnegie chains characteristics chellappa chen chowdhury class cognitive collins colorado combine compared computer computers computing conclusions condensation conf conference construction continuous cootes corresponding cuntoor current cvpr database databases density detection direction dissertation distortion doctoral during dynamic dynamics each edwards eiegnfaces eigenfaces eigenspace enables enhance estimation evidence experiments expo expression expressions extensive face faces facial fifth fisherfaces fort framework from furthermore future gait gaussian gauvain generic georgia gesture gross hespanha hidden highest hmms human humans idea identification identity ieee image improving individual information institute integrating intelligence intensity international invariant issue journal june kale kanade kernel konen kriegman krishnamurthy krueger lades lange language lausanne learned learning leggetter lien like likelihood limits linear link london machine majority malsburg markov mary maximum mellon methods mixture mobo model modeling models motion multimedia multivariate nefian neuroscience object observation observations over paper parameters pattern pentland perform performance posteriori probabilities proc proceedings process processing prof projection promising propose proposed provided provides providing queen rabiner rajagopalan recognition recostruction references regression report resolution results robotics samaria same score scores selected september sequence sequences show shows since sirohey society spatial speaker special specific speech stationary statistics subject subspace super survey switzerland taylor tech technology temporal test than thank that their them thesis this thornton time tracking training transaction transactions turk tutorial university unsupervised updating used using utilize various video vision vorbruggen voting washington washinton which wilson with woodland work would wurtz young zhou http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010328abs.htm 40 Deformable Pedal Curves with Application to Face Contour Extraction Fuzhen Huang Jianbo Su Institute of Automation & Research Center of Intelligent Robotics Shanghai Jiaotong University, Shanghai, China, 200030 Email: {fzhuang0015, jbsu}@sjtu.edu.cn active algorithms analysis approach automatic based bioid boundary british caselles catte coding coll color computational computer conference contour contours curvaturedependent cvpr deformable dubuisson extraction face facedatabase faces formulations front fronts geometric gesture global gunn hamilton harper head html http ieee image images intelligence international jacobi jain jolly journal kass level local location machine malladi mathematik model modeling models networks neural nixon numerische osher pattern physics pitas proceedings processing propagating propagation recognition references reilly review searby segmentation sethian sets shape signal snakes sobottka society speech speed symposium technology telecom template terzopoulos tracking transactions using vemuri video vision waite welsh with witkin zhong http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010145abs.htm 17 A New Graph-Theoretic Approach to Clustering and Segmentation Massimiliano Pavan and Marcello Pelillo Dipartimento di Informatica Universita` Ca' Foscari di Venezia Via Torino 155, 30172 Venezia Mestre, Italy {mapavan, pelillo}@dsi.unive.it amer anal analysis application applications applied approach artif auguston available ballard based baum berlin boyer brown bull burkhardt cambridge change characteristics characterizations cliffs clique clustering clusters combinatorics comparison comput computation computer conference continuous cornell curve cuts cvpr cybern data database describing detecting detection dobbins domains dynamics eagon eccv ecology editors efficient eigenvalues eigenvectors englewood estimation evolutionary example factorization feasible feature felzenszwalb fisher forsyth forthcoming framework freeman functions future game games gdalyahu general genetical gestalt gibbons gotlieb graph grouping hall hearn hofbauer however http hummel huttenlocher ieee image imaging index inequality infeasible intell iverson jabara jagota kumar labeling leahy london machine malik markov math maxima maximum measures mentation methods minker model modern natural networks neumann neural nonlinear normalized oper operations optimal optimization organization oxford pages papers pardalos pattern pavan pelillo perceptual perona ponce population prentice prenticehall preprint press probabilistic problem proceedings processes program quadratic quantitative raghavan ramana recognition references relaxation revised rosenfeld sarkar scene seforganization segmentation selection semantic sigmund society some springer stability stages standard statistical stochastic styles subject such suggest syst techniques terms texture theoretic theoretical theory this trans understanding university unsupervised variety verlag vision visual weibull weinshall werman will with work zahn zucker http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010127abs.htm 15 Shape Context and Chamfer Matching in Cluttered Scenes acknowledgments action active adversarial algorithm algorithms alignment analysis apart approach april articulated artificial authors automatic automatically back bank barrow based bath belongie bent benz besl better black blood blum body bolles bone book borgefors breaking british cambridge captcha carlsson carnegie case cases chamfer chen chui cipolla clean clear clock clutter cluttered column computer computers computing conclusions conf conference configurations constraint context contexts continuity contour copenhagen correct correspondence correspondences cost cryptographers curvature cvpr daimler davis debt december demonstrate denmark detection different dublin during each edge edges editor empirical epsrc estimating estimation european even examples experiments fails failure false february fight figure find fish fitzgibbon flag flat foot fork foundation francisco free from function gates gavrila gimpy given global gold gottlieb hand handle hate have heavily here hierarchical high horn however human humans huttenlocher hypothesis ieee image images improved improvements including incorrect information intell intelligence ireland january joint july june karl kass kauai knife langford larger lazy lead left light like localization lock london longer look loss machine madison mainly malik manchester march matched matches matching mckay medioni mellon mendonc method methods middle mjolsness model modeling models moon more mori moving multi multiple nail night november number object objects obtain often olson only optimization optimized ordering oriented original overseas pages parametric pattern pedestrian phase pittsburgh pixels point points pose positive possible presented press proc proceedings processing programme puzicha rail rangarajan range recognition recognized recognizing references registration report research results right rigid road robust roof rotation round sail same sand scale scenes scholarship search send september sets shade shape shapes shown sign significantly similar slope smile snakes society solid sound soup south spade stenger step study subsequent suggested sullivan summary support tail tall target technical techniques telling templates tenenbaum terzopoulos than thank that their those tight tired towards tracking trade trans transactions transformation true trust understanding university used using variations vehicle verification vernon view vision visual viterbi volume wall waste weight when where while with witkin wolf word words would wound young http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010211abs.htm 25 Multi-Resolution Real-Time Stereo on Commodity Graphics Hardware Ruigang Yang and Marc Pollefeys Department of Computer Science University of North Carolina at Chapel Hill Chapel Hill, North Carolina, USA addison advanced alamitos algorithm algorithms also amplementations application applications approach april architecture arnold august available background based baseline beijing berry bertin better bisop border brian calculate carrying carving cheaper china cial code collins column commodity computer computing conference consensus correction correlation correspondence custom cvpr daniilidis davic december demonstrated dense depth disparity distortion eased edition editors efficiently engine errors evaluation even exploring faster faugeras figure first fpgas frame frames from full future garibaldi generations graphics grey guide hardware hawaii heiko herzen hirschmuler hirschmuller hotz http ieee ijcv image images imaging implement implementation improvements innocent input inria international into isler issue jackie jeffrey john journal july june kanade kano kauai kenneth konolige kutulakos lance looking machines make mapping mason matcher matching mathieu memo moll more mulligan multi neider newer nishihara object october online opengl optimized optimizing pacific pages paper parametrics parts pattern planning pocek point potentials pratical press prism proceedings programmability programming prototype providing proy ptgrey pyramidal radial range rate rather real recognition reconfigurable reconstruction reduced references report research results robotic rudimentary scene scharstein search second segmentation seitz serial shape shows siggraph small society sorrelation space special springer stereo sweep symposium system systems szeliski tanaka taxonomy technical theory this thron time tracking trinocular true tyzx using verlag video vision viville volume vuillemin ways welch wesley white will williams with woodfill work workshop world yang yoshida zhang http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010248abs.htm 30 The Optimal Distance Measure for Object Detection Shyjan Mahamud Martial Hebert Dept. of Computer Science Carnegie Mellon University Pittsburgh, PA 15213 Abstract also applied approach approxi approximate april around arpa associated avenue ballard based beis belongie blanzieri both cambridge carnegie cars chin classification color combined combining compared comparing complement comprised comprising computer conclusion conf conference considered contexts continuous cubist curse cvpr dasarathy december degree depend dept derived detection dimensionality directly discrimination discriminative discriminators distance done dyer each eccv elementary enrico especially explanation faces false feature features field figure flannery framework francesco francisco functional future given gives giving global grenoble hausdorff hebert hierarchical high highdimensional histogramming histograms however huttenlocher iccv ieee ijcv image images implementation indexing indoor indyk inspired institute international invariants isolation issue just kaufmann klanderman lafferty language learning least level linear local logistic lowe lower machine mahamud malik march matching mate measure measurement measures mellon metric minimum minutes model modeled models more morgan most motwani multidimensional murase nayar nearest neighbor neighbors nelson nene neurally neurcomp norms note november numerical object obtained ocaml only operating optimal other output pages pami paper pattern performance plots points positive positives practice prai precisely press proc proceedings promising puzicha quite rate rates real receptive recipes recognition references region relative removing ricci risk robot robotics rodrigues rucklidge schiele schneiderman science score search seemore selinger september shape shown simple society space spaces special speed statistical stoc substantial surveys swain system task techniques test tested teukolsky text texture than that their these thesis they this thus time together towards type types university used useful using various vetterling vision visual were when where which while with http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010491abs.htm 63 Methods and Geometry for Plane-Based Self-Calibration absolute addressed affine algorithm algorithms another application applications approach armstrong assumption autocalibration based basic beardsley between bmvc calibration cambridge camera centre cipolla circle circular closed collineations computer conclusion conference configurations conic constraint constraints contribution crouzil cvpr dhome dimensional discussed dropped eccv efficient estimate estimation euclidean euclidienne figure first flexible focal form from fronto general geometry good gool guide gurdjos hartley homographies iccv ieee image images induced initial initialization input inter issue jurie left length lengths linear looking malis matching mathworks maybank multi multiple objects obtained only optimization ordinateur pami parallel parallelism pattern payrissat perception planar plane points pollefeys polytechnique pose position practical press previously problem proceedings proesmans projective properties proposed proposing proved recognition reconstruction rectified references requires right roughly scenes self september sequences simple simply single singularities society solution solutions solve structure structures sturm take technique template that thesis this toolbox tridimensionnelle triggs uncalibrated university unknown used user variable various version view vision with zeller zhang zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010085abs.htm 10 Subset Selection for Efficient SVM Tracking academic analysis anandan application applied approach avidan baluja based bergen blake boosted burges cars cascade chapter choudhury classifier computer condensation conditional conf conference copenhagen cortes cvpr data decision denmark density detection discovery editor editors elad estimation european example face faces feature features freund from girosi hanna hawaii hierarchical hingorani human ieee image input international intl isard jones kanade kernel kernels keshset kluwer knirsch knowledge lagendijk learning letters machine machines mateo maximal method methods mika mikolajczyk mining model monterey motion muller multi nature network networks neural november object october osuna pages pami pattern poggio press proceedings processing propagation puerto rapid ratsch recognition references rejection rico romdhani rowley rules saitta schmid schneiderman scholkopf sequence sezan shum simple simplified smola society space springer statistical sung support temporal theory torr tracking training transactions tutorial understanding using vancouver vapnik vector video view viewbased viola vision visual with workshop zhang http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010295abs.htm 36 Switching Observation Models for Contour Tracking in Clutter Ying Wu, Gang Hua, Ting Yu Department of Electrical & Computer Engineering Northwestern University 2145 Sheridan Road, Evanston, IL 60208 academic acknowledgments active alan algorithms also amer andrew andrieu anonymous applications approach approaches arnaud assoc association automatic background based bayesian begins blake brendan cambridge canada capacity carlo challenging cham chen clutter coinference comments computationally computer computing condensation conditional conf conference contour contours corfu correlation cvpr data demetri demonstrated density described development discriminant doucet dynamic editors effectiveness efficient estimating european evaluation examplar exclusion expensive fellowships figure filtering foreground fortmann framework freitas frey funds future generative godsill gordon greece have head hidden hilton huang identifying ieee importance include india inferring interference isard island james jens jien joga john jojic josephine july june kass kato kentaro kevin learned learning localisation localization logvinenko london maccormick many markov methods metric michael mixed mixture model modelling models monte multiple murphy nebojsa nemanja network northwestern object objects occlusions orlando pages paper parameters part pattern pavlovic petrovic practice press principle probabilistic proc proceedings propagation recognition references rehg resampling reviewers rittscher robust rong sampling sebastien self sept sequences sequential shalom snakes society space spatial springer startup state statist statistical statistics stochastic such sullivan supported switching systems tanya tasks terzopoulos thank their theoretical this thmoas thomas toyama tracker tracking transformations transformed using valuable vancouver verlag video vision visual vladimir volume with witkin work yaakov ying york yuille http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010736abs.htm 95 Multi-scale Phase-based Local Features Gustavo Carneiro and Allan D. Jepson Department of Computer Science University of Toronto ,Toronto, ON, Canada. carneiro,jepson @cs.utoronto.ca academic across adapted adelson affine algorithms alvey approach approaches april arpa baking ballard based basis bauckhage baumberg bernt best better between blur bmvc both brightness canada cardiff carneiro carolina change changes clutter cluttered combined common comparison computer computing conclusions conference containing control copenhagen corfu corner crowley cues cvpr deformations denmark denser depth design detection detector detectors dickinson different differential distorted distortions does eccv edge elder estimation evaluation extractor face fair false feature features february field figure filters finally fleet form four freeman from front functions furthermore garding grayvalue greece ground hall harris have histograms however iccv ieee ijcai ijcv illumination image images improved indexing inside interest invariant invariants investigate jepson july june kluwer large larger last left leibe light lindeberg local lowe make manchester maps marsic match matching measurement memory methods mikolajczyk model modified mohr motion multi multidimensional natural negative nelson object objects obtain obtained occluded occlusion others over pages palm pami part partially pattern performs phase pixel point points poses positive practice presented presents proceedings produce publishers quantitative rate receptive recognition rectangles references relevant reliable represent results retrieval right robust robustness rotation saliency same scale scaleinvariant schiele schmid searching second selected sensitiveness separated separately september sequence series shape shear shokoufandeh show shows sift similarity small smoothing society soda south springs steerable step stephens still stockholm structure suggested sweden terms than that theory third this those three topographic torr translation true types under understanding used user uses using vancouver velocity viewbased views vision volume what where widely with workshop zisserman zucker http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010229abs.htm 27 Optimal Linear Representations of Images for Object Recognition academic additional advances algorithm along amit analysis annealing appearance applications applied approximation assuming based basis belhumeur best better boothby caption carlo case casella cases class common complex component computed computer conclusion conference constraints control corresponding cvpr dataset demonstrate differential diffu diffusion diffusions dividing effectiveness eigenfaces empty experiments explore extensive face fast figure find fisherfaces fixed found from function further geman generalization geometry gives global grenander groups have hepanha hwang hyvarinen ieee images imaging imposing improve independent indicates inference intelligence international into introduction investigation jensen journal jump knowledge kriegman learning leave legend linear machine makes manifolds markov martinez mathematical mcmc measure methods miller modeling modified monte multiflow murase natural nayar needs networks neural number object objects only optimal optimization orthogonal overlapping paper pattern performance planning point possible press proceedings processes projection proposed provides randomly recognition references representations riemannian robert robust royal separate sets shows siam simoncelli simulated sions society specific springer srivastava stat statistical stochastic study subject subspace subspaces systems test text that their this training transactions under used using versus vision visual with http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010019abs.htm 2 Face Recognition Under Variable Lighting using Harmonic Image Exemplars Lei Zhang Dimitris Samaras Department of Computer Science SUNY at Stony Brook, NY, 11790 lzhang, samaras @cs.sunysb.edu acknowledgments acquiring adini afgr analysis analytic appearance arbitrary area based basri belhumeur bischof blanz cfar changes chellappa chih chine class classification cognitive combining comp compensating computer computing conditions cone conference construction cryer cvpr database december derection detection dimensional eccv eigenfaces eigenimages eigenspaces empirical epstein error estimation example exemplars explored face faces finally fisherfaces fitting from fromshading functions georghiades hallinan help hespanha human iccv identification ieee ijcv illuminating illumination illuminationinsensitive images increases insensitive institute integrate investigation jacobs jeffrey july june kanade kreigman kriegman kuang lamberian lambertian learning leonardis liddell light lighting like linear literature looking many method methods model models more morphable moses multi murase nayar neuroscience nine number object objects pami pattern pbmcv pentland people plan points pose possible problem proc proceedings projection rama ramamoorthi recognition references reflectance regression report representation robotics romdhani rosenfeld sarkar sensing session shading shah shaoganggong shape should siggraph sirohey society sophisticated sources specific srivastava subjects subspaces sudeep suffice support survey svms symmetric synthesis takeo technical technicalreport terence texture thank their theoretical training trans tsai turk type ubiquitous ullman under used using variability variable vector versus vetter view vision visual vivek volker wang wearable what wildenauer wilson with workshop would yang yongmin yuille zhang zhao http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010702abs.htm 91 Stereo Matching with Reflections and Translucency Yanghai Tsin Sing Bing Kang Richard Szeliski aaai accurate acknowledgments addition adelson affine algorithm algorithms allow allowing anandan andt antonio apparent appearance applications approach approximate april assumed assumption attenuation august automatica automatically avidan baseline bayesian binary black blinn blue bones boston boykov chai characteristics collins color column combined complex component compositing computer computergraphics conference constant constructive containing converge correspond correspondence criminisi current cuts cvpr data december dense depths deriving desription determine differencing different eccv energy estimate estimation evaluation evidences extraction fast feasibility figure first fitzgibbon flow fractional frame framework from future globally gloss golland graph guaranteed handling have help ieee ijcv image images include independent integrating inter investigate iterative jepson judiciously july june kanade kang layer layers like locally matching matting minimization model modeling more motion multi multiple nayar nested november number occlusions occur occurring okutomi optical order ordinal original pami pattern phenomena plan plane proceedings qualitative recognition recovering references reflection reflections regions regularization relax results rissanen rows scenes scharstein screen second segmentation sequences shortest siggraph skin smith society space spatial spatially specularities stereo stereomatching strength suggestions swaminathan sweep synthesized systematic szeliski szeliskiandp taxonomy technique techniques temporal than thank that their them theory these this three together trans translucency transparency true updating values veksler view views vision visual wexler when where while with withtransparency work workshop would zabih zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010037abs.htm 4 What Went Where Josh Wills, Sameer Agarwal and Serge Belongie Department of Computer Science and Engineering University of California, San Diego La Jolla, CA 92093, USA {josh,sagarwal,sjb} @ cs.ucsd.edu able acknowledgments additional adelson affine algorithms also ambiguous analysis anandan appearance application approach approximate assigned assoc assumptions auspices automated background based bayesian beyond bleeds bolles boykov brightness cannot cartography centres charless cipolla circular classification closely code comments commun communication comp comput computational computer computing conf conference consensus copenhagen corners correspondence corresponding cues cuts cvpr data david december deletion department design detection detector determining discontinuities discussions display distinct dots each editors efficient energy enhancement estimation european examples expect extensions extraction fast features fields figure filters finally fischler fitting forstner foundations fowlkes frames framework freeman from future geometric gestalt graph grouping gulch hand helpful henrik higgins human ieee illustration image incorporation individual input integrated intelligence intercommission interest interlaken international into invariant irani jensen jones journal just keyboard kleinberg kriegman labelling lasenby lawrence layer layered layers lhuillier like linear livermore location longuet mach machine malik markov martin match methods metric mikolajczyk minimization mixture model modeling motion needed nonparametric note object objects occlusion olga operator original pages pair pairwise paradigm partially pattern peleg perceptual philosophical photogrammetric pixels planar point points precise priors problems proc proceedings processing propagation purely quan random recognition reconstruction recover recovered references relationships rendering representation research resolution royal sample scene schmid science segmentation segmented segments selection september sequence sequences seventh several shown size smoothness society some spatial springer steerable stereo straightforward subject supported switzerland symposium system szeliski tardos ternus thank that their this three torr trans transactions transparency true under used using various veksler video vision visual volume wang wann warp weiss were while will with without work workshop would yuri zabih zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010346abs.htm 43 Simultaneous Feature Selection and Classifier Training via Linear Programming: A Case Study for Face Expression Recognition Guodong Guo and Charles R. Dyer Computer Sciences Department University of Wisconsin-Madison Madison, WI 53706 {gdguo, dyer}@cs.wisc.edu academic action advances akamatsu america analysis application approach artificial automatic bartlett based bennett between boosting bradley brank budynek cambridge chapelle classification classifying cliffs coding comp comparison computer concave conf conference convex cortical cvpr database daugman decision detection devijver dimensional discrimination ekman englewood etal evaluation experiments expression expressions face facial feature filters floating frayling frequency freund fukunage gabor generalization geometry gesture girosi grobelnik gyoba hager hall ieee image images information inseparable intelligence introduction jain jersey john june kamachi kittler larsen layer learning letters linear linearly lyons machine machines mangasarian mass methods michigan microsoft minimization mitra mladenic models mukherjee multi murthy neural nonlinear novovicova object online operations optical optimization optimized orientation osuna pantie pattern patterns perceptron performance poggio pontil prentice press princeton probablistic proc proceedings processing programming pudil reasoning recognition references relation report research resolution retrieval robust rockafellar rothkrantz sample schapire schuster search sejnowski selection semantic sensitivity separation sets similarity single small society software space spatial state statistical support svms systems technical theoretic theory thesis tieu touretzky training trans uncertainty university unsupervised using vailaya vapnik vector verri viola vision visual wavelets wechsler weston wiley with york zhang zongker http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010729abs.htm 94 Local Appearance-Based Models using High-Order Statistics of Image Features also alvey analysis appearance approach april assumption ballard barbara based bauckhage belongie biermann biological blind bressan cbmi chang classification coil color colorado columbia combined comon comparing component components computational computer concept conf conference content contexts cooccurrence corner correlograms cucs cvpr cybernetics data database demonstrated dependencies dept deriche detection detector different digit digits dimensional distributions does doorn edge environments european evaluating exdb experiment fact factored factorization feature finally framework geometry giraudon grayvalue guillamet handwritten harris herault high histograms html http huang iccv ieee image improved increasing independent index indexing interest international invariant invariants jets journal juan june jutten kanade koenderink krumm kudo kumar large layout lead learning lecun library local malik margaritis matching mitra mixture mnist modeling models moghaddam mohr murase nayar nene number object order other pami pattern pentland performance performed points probabilistic proc proceedings processing puerto puzicha readily recognition references regionsof relationships report representation representations retrieval rico santa schmid schneiderman science selection separation shape shimbo signal society sources spatial sspr stephens swain system technical tenmoto than that this tuple underlying university used using validate vertex vision visual vitria with workshop yann zabih http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010773abs.htm 100 Variational Inference for Visual Tracking academic advances aerial after algorithm algorithms alternative american andrieu annealed applications approach approximation articulated association augmentation auxiliary based bayesian best better betwofold blake blob body both bramble capture carlo case chen color comes common comp comparison computer computing conclusions conf conference constructs contour contrast cvpr data deal decrease degrade deutscher different difficult dimensionality distribution distributions doucet dynamic endoscopic estimation europ example expected experts extending extraction figure filter filtering filters fitler focus fortmann freitas from future gangnet gaussian general godsill gordon however ieee images increase information intractable introduced isard jetstream joint jointly journal jpdaf known koller left less likelihood linear maccormick mackay maintained malik merwe method methods migrate mixtures modal modality mode model models modes mono monte motion multi multiple neural nongaussian nonlinear novel objects occlusion only pages paper particle particles pattern perez performance photograph pitt position possible practice press probabilistic problem problems proc proceedings processing proposed quickly radius raoblackwellised real reasoning recognition recursion references reid resulting returning ribbon right roads robinson robust salmond sampling sequential severely shalom shaped shephard short shortcoming shown sides similar simulation single smith society space spirit standard state statistical statistics structures such suited superior support synthetic systems techniques than that theory this time track tracker tracking tubular twofold unscented variational vermaak vision visual volume waterhouse weber well which will with work http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010119abs.htm 14 Man-Made Structure Detection in Natural Images using a Causal Multiscale Random Field Sanjiv Kumar and Martial Hebert The Robotics Institute, Carnegie Mellon University Pittsburgh, PA 15213, USA, {skumar, hebert}@ri.cmu.edu advances aerial aggarwal america anal analysis applying automata automatic barrett based bayesian belief bonet bouman bradshaw british building buildings chellappa city classification classifiers collection combining computer conf conference content corners cues cvgip cvpr delineating derin description detecting detection domain envelope extracting extraction failures felderhof feng field fields figueiredo focusing from graph grouping holistic hough houghing ieee image imagerya images inference information intell intelligence intelligent intensity international intersections iqbal jain journal junctions kaufmann kernel konishi krishnamachari landscapes langer large learning line lines local mach machine made markov mayer methods microsoft model modeling morgan mrfs msrtr multi multiscale natural networks neural nevatia noisy object objects oliva olmos optical organization pages parametric partitioning pattern peak pearl perceptual performance petersen platt plausible probabilistic proc proceedings processing random reasoning recognition references report representation research retrieval sarkar scale scaling scene scholkopf segmentation semantics shape shapiro single society soundararajan sparse spatial specific spectra spectral springer statistical subsea supervised survey systems tech textured tokyo torralba trans trucco unconstrained understanding unsupervised ural using vailaya verlag videos viola vision williams with yuille zhang http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010718abs.htm 93 Wide-baseline Multiple-view Correspondences Vittorio Ferrari1, Tinne Tuytelaars2, Luc Van Gool1 across affine affinely based baseline baumberg british carlsson chum combinatorial comp computer conf conference cvpr detector eccv european extremal feature features from geometry gool ieee image indexing interest intl invariant invariants local lowe machine matas matching maximally mikolajczyk multi object pajdla pattern point ponce proceedings recognition references regions reliable repr representation robust scale schaffalisky schmid separated sets shape society stable stereo tell tuytelaars unordered urban using view views vision wide widely zisserman http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010613abs.htm 79 PAMPAS: Real-Valued Graphical Models for Computer Vision M. Isard Microsoft Research Mountain View, CA 94043 abadi about academic acknowledgements active algorithm algorithms america analysis angelov annual application approximate artificial august bayes bayesian belief bishop black blake body boyen burrows carlo carmichael completion complex computation computer condensation conditional conf conference configurations context contour contributed correlation cortex coughlan curve cvpr david decision deformable density distributions doucet edge editors efficient engine estimating european extraction family felzenszwalb ferreira field fields filter finding forsyth foundations freeman freitas frey fridman gangnet geman general generalizations gibbs gordon graphical helpful hidden hierarchical huang human huttenlocher hybrid icsc ieee ihler illusory images implicit improve indicator inference inferring information intelligence international intl ioffe isard jacobs january jetstream jojic jordan journal kass kluwer koller laboratory learning lerner loopy lowlevel machine malik manasse mark markov martin matching merl methods michael mike minka mixed mixture mixtures model models monte mori motion mumford nets networks neural nips nonparametric october optical organization pages particles pasztor pattern perceptual perez petrovic pictorial poggio practice press probabilistic proc proceedings processes propagation random reasoning recognition references reid relaxation report restoration salience second sejnowski sequences sequential shape shapes sidenbladh sigal smoothing snakes society spatial spiegelhalter springer stanford stochastic structures submitted sudderth suggestions symposium synthesis systems technical terzopoulos thesis this tracking tractable trans transformations transformed trees uncertainty understanding university using variational verlag vibes video vision visual volume weiss were williams willsky winn with witkin work yedidia zucker http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010689abs.htm 89 Extracting Dense Features for Visual Correspondence with Graph Cuts Olga Veksler NEC Laboratories America, 4 Independence Way Princeton, NJ 08540 olga@nec-labs.com acknowledgments algorithms another approximate april august ayache birchfield boundary boykov cannot comparison component computer conference correspondence currently cuts cvpr dense descriptions determining displacement dynamic eccv edge efficient emmcvpr energy environment even experimental exploring extract fast faverjon features felzenszwalb finding flow gennery graph grimson horn human huttenlocher iccv ieee ijcv images implementation improvement inter intra kanade kolmogorov largest like matching means minimization modelling occluded occludes occlusion ohta optical overlap overlaps page pages pami pattern pictorial pixel proceedings prof programming providing reasoning recognition references region registration royal sara scanline scharstein schunck search segments semi several society some stereo strong structures symmetric szeliski texture textureless thank theory there tomasi unambiguous using vehicle veksler vision would zabih http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010053abs.htm 6 A Variational Framework for Image Segmentation Combining Motion Estimation and Shape Regularization Daniel Cremers Department of Computer Science University of California, Los Angeles ­ CA 90095 cremers@ucla.edu accuracy active anal analysis anandan appear appl approximations artif associated aubert based bayes black bouthemy caselles chan coll comm comp competition computation computer conf conference contours convex cremers cvpr decomposition dense deriche detection determining differential diffusion direct discontinuous domain edges editor equations estimation farneback field fields flow framework functional functions geodesic graph griffith growing high horn iccv ieee image incremental intell into introducing isle knowledge kornprobst level mach math memin model motion motions movement moving multiband multiphase multiple mumford numer object objects odobez optical optimal optimization orientation pages paragios parametric partial patt pattern perez piecewise problems proc proceedings processing pure recognition references region regularizers robust scale schnorr schunck segmentation sequence sets shah shape siam signal skye smooth snakes society space springer statistical techniques tensors theoretical theories tischhauser tracking trans unifying using variational velocity very vese video vision volume weickert with without yuille http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010744abs.htm 96 Hybrid Evolutionary Ridge Regression Approach for High-Accurate Corner Extraction Gustavo Olague, Benjam´in Hernandez´ and Enrique Dunn EvoVision´ Project , Computer Science Department CICESE, Research Center, Applied Physics Division Ensenada, B.C., Mexi´ co. academic accuracy accurate adaptive analysis analytical annealing approach artificial august automatic avoidance ballard based beaudet bergholm biased boston boundaries boundary brand brown cambridge canada canny cartography characteristic cliffs comput computational computer computing conf conference corner corners correlation covariance criteria critical cubic curvature curve cvpr december deriche derive detection detector dimensional dougherty dreschler edge edition eigenvalues elsevier engineering england englewood estimation extrema faugeras fitting flanery flexible focusing function gelatt generalized geometric giraudon graphics gray gruen hall herna high hildreth identification ieee image implemented intelligence intensity interframe intern international invariant inverses jersey joint journal kirkpatrick kitchen kluwer least letters level linear local london machine march marquardt marr massachusetts matching matrices mead measure measurements medioni method minimization model modelling models mohr moravec multi nagel ndez nelder nonlinear november numerical obstacle olague operators optical optimal optimization osaka parametric pattern photogrammetry points powerful prentice press proc proceedings processes processing publishers quebec random recipes recognition recognizing recursively references region regression remote representation ridge rohr rosenfeld rotationally science second selection sensing signal simplex simulated society spie splines squares study technique technometrics teukolsky theory three towards trans tsai ullman university using variations vecchi vertex vetterling videometrics viewpoint vision visual yasumoto http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010161abs.htm 19 Simultaneous Estimation of Left Ventricular Motion and Material Properties with Maximum a Posteriori Strategy Huafeng Liu and Pengcheng Shi Department of Electrical and Electronic Engineering Hong Kong University of Science and Technology Clear Water Bay, Kowloon, Hong Kong acoustic actis after american analysis application applications applied approach arts assisted axel azarbayejani backscatter baltimore based bathe biological biology biomechanical biophysics blake bogaert bovendeerd boxt cambridge cardiac characterization circulation clarysse classification company complex computer computers computing conference constable constitutive constrained continuous continuum contreras control creswell cvpr cylindrical data deformable deformation descriptors determined diffusion dione direct disease duncan dynamics ehman elastography element engineering estimation european evaluating expectation experimental extended fibrous field finite fishman focal framework francis frangi friboulet from function functional fusion geerts gelb geometrical geometry glad glass goat greenleaf guccione hall heart hearts hong human hunter ieee image images imaging infarction intact intelligence international intervention isard ischemic jersey journal kalman kinematics learning left legrice length lipton ljung lomas london machine magnetic magnin manduca material mathematical maximization mcculloch mceachen measured mechanics medical metaxas method methods meyer miller model modeling models molecular motion moulton multiframe muthupilla myers myocardial myocardium myofiber nehorai nicolay nielsen niessen nonrigid normal north numerical optimal pages papademetris park pasque passive pattern pentland perman physiology pirolo point prentice press proceedings processing progress propagating properties property quantification quantitative radiology reba recognition recovery recursive references remodelling resonance review ritman rittscher rossman science sequences shepard sinusas smaill smoother society spamm spatially springer stochastic strain strength structural structure structures surface surfaces szabo taylor temporal tensor theory threedimensional tissue tracked tracking transactions ultrasonic using vannier velocities ventricular verdonk verlag viergever vision visualization vivo volumetric waldman wall waves wickline wilkins williams wilson with wong wyers yamada york http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010382abs.htm 48 Motion Segmentation with Accurate Boundaries - A Tensor Voting Approach Mircea Nicolescu and Gérard Medioni Integrated Media Systems Center University of Southern California Los Angeles, CA 90089-0273 {mnicoles, medioni}@iris.usc.edu accurate acknowledgements adaptive agreement algorithm analysis anandan approach approximate arya authors barron beauchemin been both boundaries bouthemy case center characteristic computation computational computer conclusions conference constraints contributing cooperative cues cuts cvpr despite dimensionality dimensions discontinuous displacement eccv edges efficient elsevier engineering enkelmann estimation expressed extend fast fields filters findings fixed fleet flow foundation frames framework free from funded ghosal grant grouping heeger heitz high human iccv icpr ieee ijcv image incorporating inference information inherent integrated investigation journal keung layered layers malik markov material media medioni mixture motion mount multimodal multiple nagel national nearest necessarily neighbor netanyahu nicolescu noniterative nonparametric normalized only opinions optical optimal pami parameter part pattern peleg perceptual performance perspective plan possibility press proceedings process random recognition recommendations references reflect representations research scalable scale scheme science searching segmentation sequences silverman singh smoothness society space spatiotemporal study suen systems tang techniques tensor this those time tracking unified using vector vision voting weiss which http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010419abs.htm 53 A Novel Support Vector Classifier with Better Rejection Performance Chao Yuan and David Casasent Carnegie Mellon University, ECE Dept. Pittsburgh, PA 15213 E-mail: cyuan@andrew.cmu.edu achieved adaboost address advances alarms algorithms also analysis aperture apparently applications artificial aterr audio authentication average bandyopadhyay based basis best better between biometric boosting both bousquet burges casasent case cases cause chao chapelle chen choice choosing class classes classification classifier classifiers close cluster clustering clusters clutter comparing complex component composite computer conclusion conf conference cortes critical curve curves cvpr data database databases david delft different discovery discrimination distribution does drucker duin engineering erro estimation evaluation exhibits face facts false fewer filters find fingerprints first fixed flir from function future gaussian girosi good handles higher hong huang ieee image imagery important increased increments indices information intelligence inverse jain journal kernel kernels knowledge kulkarni large leads learning lies lower machine machines made margin maulik method mining mukherjee multimodal multiple nasrabadi netherland networks neural niyogi number object observe optical outperforms paper parameter parameters pattern performance person poggio popular principal proceedings processing produces proposed radar radial range real recognition reduced references region rejection representation results retrieval review rizvi saadawi schapire scholkopf scores second selecting selection ship ships shown shows signal simard simple single slightly small smola society some special speech statistical such sung support svms svrdm svrm synthetic system systems table tayler technique technology terms that thesis this thus tradeoff trans tutorial typically univ using usually validity vapnik varied vary vector video vision well when which will williamson with work worse yuan zhou http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010203abs.htm 24 Video-Rate Stereo Depth Measurement on Programmable Hardware academic achieve acknowledgment adapted adelson after algorithm algorithms also although among analysis anner annual antipolis appearance applications april architecture architectures arrays artif august authors ayache baker based basic binford birchfield black border brown building bvdocs calculating canada carneiro catadioptric challenging chang chip chow color common compact component components computation computer computing conf conference copenhagen correlation correspondence cvgip cvpr cybernetics cycle darabiha data denmark dense depth describing descriptions design detection direct discontinuities disparity documentation doing dynamic edge edges eecg efficient ensta errors european evaluation examples fact fast faugeras faverjon fccm feature features february field fields filters financial fleet flexible flow focused fpga fpgas francis freeman from galloway gate gluckman gool graph great hall hardware hauck herzen hesser hierarchical hirschmuller http icassp ieee ierssel ijcv illumination illustrates image images implementation implementations include information inria intell intensity intern introductory invariant issue issues jepson joint june jurgen jutand kauai kluwer like line local localization machine maier many maps master matching maximum measurement meerbergen micronet million minimum mobile models most motion muhlmann mulligan nayar nserc object operations optic other page pages pami paper parallel parametric particular parts pattern perception performance perhaps phase pixel pollefeys potential precis precision prefiltering prentice proc proceedings processor programmable programming prototyping publications publishers pyramids rapid rate ratio real realizations realtime recognition reconfigurable recovery rectangular rectified reduced references registration report require research robot robust rose rotation segments sensors sept sheets single society software sophia specifically stability steerable stereo subregioning such support surface symmetric symposium system systems tasks techniques template thank that their theory these thesis this time tomasi tool topixel toronto tracking tradeoffs trans transactions transforms transmogrifier trinocular trucco understanding units university used using utoronto vancouver veksler velocity vergauwen verri video vision visual vlsi volume vranesic weighted which windows with woodfill workshop would xilinx zabih http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010187abs.htm 22 A Bayesian Approach to Image-Based Visual Hull Reconstruction Kristen Grauman, Gregory Shakhnarovich, Trevor Darrell Artificial Intelligence Laboratory Massachusetts Institute of Technology {kgrauman, gregory, trevor}@ai.mit.edu active adaptive alamitos analysis analyzers another application aston based baumberg bayesian birmingham bishop both bottom boundary bounded boyer british caption carreira cipolla coloring component computation computer computing conf conference constructed cooper cootes corresponding corrupted cuts cvpr darrell december deformable directly distributions dyer eigenfaces eigenshape european exact example explanation face figure finally finding fitness flexible four from frontal gait gaussian graham graph graphics haslam hawai head hilton hogg html http hull hulls ieee image images improvement index input integrated intelligence interactive international island january juan july june lazebnik learning left leftmost lihue machine manifolds measure missing mixture mixtures mode model models moghaddam motion multi multiple ncrg netlab neural noise note november occupancy pages pattern pentland perpinan photorealistic please ponce ppca present principal prior probabilistic proceedings produced profile projected puerto recognition reconstructed reconstruction reconstructions refer references representing rico right scene second segmentation seitz september sequences shakhnarovich shape show shown silhouettes smooth smoothness snow society solids staib structure subspaces surfaces taylor techniques template their tipping training transactions turk under understanding using variation version view views viola virtual vision visual voxel wang whereas which with wong york zabih http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010756abs.htm 98 Occupant Classification System for Automotive Airbag Suppression accounting administration adult advanced airbag amer analysis anil apparatus applications architecture array automotive bags benbow challenges character child classification classifier cmos computer conf conference controlling corrado cvpr decker deployment detection development doemens double empty error estimation example expenditures extraction faigle farmer fast feature federal figure filters fusion general high highway human icip ieee image imaging integration interacting intl introduction jain june kalman kirk krumm listl mazur mdsi mengel method methods model moments motion motor mukundan multiple national occupant office oivind operation order original patent pattern poor proc proceedings processing range recog recognition reconstructions references research restraint rfis robust safety segmented semchena sensor short signal society speed springer standard steffens survey system taxt tchebichef teague technologies theory thompson thought through time torfinn tracking transactions transportation trier vehicle video vincent vision workshop http://csdl.computer.org/comp/proceedings/cvpr/2003/1900/01/190010242abs.htm 29 Learning a discriminative classifier using shape context distances Hao Zhang Jitendra Malik Computer Science Division University of California at Berkeley Berkeley, CA 94720-1776 accurate advances affine algorithm allwein amit analysis applied approach approaches april artificial automation bakiri based belongie bengio binary bookstein bottou cars chan characters classification classifier classifiers closed codes cognitive combine communication compares comparing comput computational computer conf conference contexts contour correcting coupling cover cvpr database databases december decomposition deformations descriptors detection dietterich digit dimensional distance document eckhardt ecoc efficient eigenfaces elements error exdb experts faces favorable features friedman from geman gradientbased haffner hagedoorn handprinted handwritten hart hastie hausdorff have hierarchical http huttenlocher ieee image images indexing induction inform information intelligence international invariant jacobs january japanese joint jones jordan journal june kanade kimia klanderman lakamper lamdan latecki learning lecun local machine malik margin matching method methods mixtures mnist model multiclass nearest neighbor neural neuroscience november object obtain oren osuna output outputs pages pairwise papageorgiou pattern pedestrian pentland plate poggio pool previous principal problems proc proceedings processing prototype puerto puzicha real recognition reducing references report representation research results rico rigid robotics robust roth rucklidge schapire schneiderman schwartz second sept shape shapes sharvit shown single sinha society solving splines springer state statistical symmetry systems technical templates that then theories theory thin tibshirani time trans tree tsuda turk unifying using utrecht veltkamp verlag viola vision visual warps wavelet wilder with wolfson workshop yann yoram