http://www.informatik.uni-trier.de/~ley/db/conf/iccv/iccv2003-1.html ICCV 2003 (vol 1) http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010330abs.htm 44 Obstacle Detection Using Projective Invariant and Vanishing Lines Ryuzo Okada Yasuhiro Taniguchi Kenji Furukawa Kazunori Onoguchi Multimedia Laboratory, Corporate Research & Development Center, Toshiba Corporation 1 Komukai Toshiba-cho, Saiwai-ku, Kawasaki-shi, Kanagawa 212-8582, Japan E-mail: ryuzo.okada@toshiba.co.jp accv achieves acknowledgments active ahead algorithm also analysis applications approach assuming authors avoidance based bertozzi blake broggi calibration camera capable carlsson caused chipolla classification code collision combines comments computer concept conclusions conf conference congress consists corp cross cvpr defense deformation depth derivatives detec detected detecting detection developed development devices difficult direct distances divergence durations dynamical eccv edge eight eklundh endo enkelmann evaluation even except experimental extraction factorization failure false feature features fields figure finding fine fitzgibbon flow fornland frame from fukui fusion gakuin generic geometry gold ground hanawa hansono hartley hattori heng horizontal iccv ieee ieice igarashi ijcai ijcv image images implemented independently intelligent international invariant iros january japanese kanade kaneko kansei kato kitahashi knowledge kuno lane learning liang like line lines locally lourakis machine maki matching mation method metric misesti mobile model morita motion moves moving multi multibody navigation newly night ninomiya ninth numerous object objects obstacle obstacles onboard optical organization orientation orphanoudakis pages pami parallax parallel patterns pears performance pitching planar plane point points position positions preceding prediction prior proc proceedings processing prof projective proposed qualitative quantitative rain ratio real recognition reconstruction references region relative report results road robot robust satisfies sato scene scenes search segmentation segments self sensor separablity sequences sequential shirai shows sinclair sogawa spatio specifications stereo structure successful such suggestions supervised symposium syst system takizawa technical temporal thank that there time tion toshiba tracking trans uchimura ullah univ useful using vanishing various vehicle vehicles velocities vision visual weiss when which with without world would yawing zhang zisserman http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010716abs.htm 95 Texture Segmentation by Multiscale Aggregation of Filter Responses and Shape Elements Meirav Galun Eitan Sharon Ronen Basri Achi Brandt The Weizmann Inst. of Science Dept. of Computer Science and Applied Math. Rehovot 76100, Israel algebraic along analysis analyzing appearance appl application approach associated automatic basri bayesian because beck belongie bertin boundaries boundary brandt brightness caenen case cast classification clustering colins colorado combine comes composite comput computational computations computer computing conference contour currently cuts cvpr database deformable describing descriptors design detection different dimensional directly discrimination dual duda dunn early editor efficient elements erlbaum every experimental exploring fast ferrari figure filter formulation fort from gabor gdalyahu geodetic gool grouping hart hierarchical higgins hillsdale iccv identifying ieee ijcv image images important inst intensity interactions international into irregular john josa julesz kernels kropatsch layout learn leung list malik march materials math mccormick measurements mechanisms method multigrid multiscale nature ninth normalized note numbers only optimally organization original pami pattern perception perceptual perona poggio preattentive problem proceedings produced pyramids real recognition recognizing references report representation representing results retrieval ruge segment segmentation segmentations segments self shape sharon single solution sons statistics stochastic stork studies symmetric technical textons textural texture textures that their theory they this three university used using various vienna vision visual voorhees voronoi ways weight weinshall weldon werman wiley willersinn with york zalesny http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010472abs.htm 62 Unsupervised Image Translation advanced advances algorithm alternat analogies annals approach areas artificial associations based bayesian belief beliefs between beyond book bottom bounds carmichael cheng class codes coefficients communication communications complex compound compression computer conference csiszar curless cycles data decisions decoding definition dempster digital distribution editor efros estimation example examples expansion factor favorite field figure fractal freeman frey from function geman geometry ghahramani gibbs graphical graphs guptill here hertzmann hinton horowitz http human iccv idiosyncratic ieee ijcv illustrating image images improved incomplete incremental inferred information input instance intelligence intelligent international interpreting introduction iterative jaakkola jacobs jojic jordan journal journey justifies kschischang laird landscape latent lauritzen learning left level likelihood loeliger machine mackay markov maximum mceliece mean methods minimization modeling models morgankaufman mumford nature neal neural nice ninth oliver other page pages painting pami parametric partition pasztor pearl pentland petrie photos portilla practical press previous prior probabilistic probability procedures proceedings processing product projects propagating propagation publications qualitative quantitative quilting random reactiondiffusion real reasoning references relaxation restoration revolution right royal rubin salesin sampling saul schultz selected shaw shown siggraph simoncelli sketching smooth society some source sparse spatial springer statistical statistics stevenson stochastic subjects surfaces synthesis systems texture that their theory trans transactions transfer transformations translations turbo tusnady uncertainty upper variables variants variational verlag videos view vision volume wainwright watercolor watson wavelet weiss were wermuth which willsky with yedidia your zoomed zorin http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010096abs.htm 12 Meng Sun applications august bameswar bhat bhattacharyya bishop body book bracewell brand clayton company computer computing conference dynamics eccv edition fourier from graphics hill iccv ieee international john khosla marine matthew mcgraw mechanics motion ninth pages parameters physical popovic proc proceedings puppetry references rigid ronald second seitz sons spon transform vehicles video vision voice wiley http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010075abs.htm 9 Joint Region Tracking with Switching Hypothesized Measurements academic adaptive algorithm anal analysis anderson approach association boundary brown cast cham collapsed collapsing computer conf conference data deal each efficient erdem evaluation exponentially figure filtering fortmann galvin gaussian gaussians grows hall hingorani hypothesis iccv ieee image implementation intel international introduction john kalman mach matching mccane mixture moment moore motion multiple ninth novins number objects occlusion optimal patt pattern possibility prentice press problem proc proceedings processed processing propagation purpose random recognition references rehg reid shalom signal single snake snakes sons tekalp therefore this throughout time tracking trans under using virtual visible vision visual wiley will with http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010597abs.htm 79 Variational Stereovision and 3D Scene Flow Estimation with Statistical Similarity Measures J.-P. PonsÝÝ and G. Hermosillo , R. Keriven , O. Faugeras accessible accurate adaptive algorithm alignement aloimonos alvarez analysis application approach assisted ayache backprojecting baker barron based beauchemin believe binocular buxton cambridge camera canada capture carceroni carolina carving changes chez chung coherence coherent colchester collignon collins colorado combined computational computer computing conference copenhagen correlation correspondence criteria cvpr defined delp denmark dense density depth deriche differences diffusion dimensional discontinuities displacements distorsion document dornaika duncan editor editors estimation estimations european evolution experiment exploit extending faugeras field fields fleet flow flows forming fort framework from function future garcia global gool greece handle head hermosillo heyden hilton html iccv ieee illumination image images imaging implicit improve includes information input inria integrated integrating integration intelligence international intervention island johansen joint journal june kambhamettu kanade keriven kerkyra kutulakos large lecture level local machine maes malandain malassiotis marchal matching materials math maximization measurement measures medical metal methods metric miccai minimization model motion moving multi multimodal multimodality multiple multiview mutual neumann nielsen ninth nonliear notes number objects okutomi onto optical order orteu pages papers parzen pattern penazzi pennec performance pointed pons poral precision present preserves press principles probability problem proceedings processing promising rander ratio recognition reconstruction recovering recovery references reflectance registration regularization reliable report research resolution rigid robert robotvis robustness roche same sampling scene scharstein science seitz sensitivity sept sequence sequences shape sheet similarity society south sparr spatio spectral springer statist statistical step stereo stereovision streams strecha strintzis structure subdivision suetens suitable surface surfaces surfel szeliski technique techniques technology temporal that their theoretical theory thesis this three towards tracking transactions understanding unified unifying uses using vancouver vandermeulen variational vedula verlag video view viola vision volume wang weickert wells which window with work zhang http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010591abs.htm 78 Voxel Carving for Specular Surfaces Thomas Bonfort and Peter Sturm MOVI - GRAVIR - INRIA, Grenoble, France acquiring acquisition advantage algorithm algorithms alignment alvey analysis applications assumption available barsky based been best binford blake brelstaff calibrated calibration camera carving caspi circularshaped clearly coloring combined complete computational computer computing conclusion conf conference consistency corner correct could curvature curved cvpr data detector developed dimension directions disparity dyer edge encoded engineering error estimation european extract figure fitting flexible foundation from front future general generation geometry giblin giving graphics griffin halstead harris have healey heuristic iccv ieee illumination image images information intelligence international irani jenkin journal klein kutulakos latter light local machine makes mandell matching maybank measure measures method model motion moving multiple murata narasimhan nayar ninth normals objects observer obtained ocean oren other overlapping pami part pattern patterns perona photogrammetric photorealistic plane points pose principal proceedings processing qualitatively range real recognition reconstructed reconstructing reconstruction references reflection remote reprojection requiring results ripsman savarese scene schultz seitz sensing sequences several shape show side siggraph simulated singularities sources space specular specularities spline spoon stephens sturm surface surfaces symposium technique tested that their theory this under underlying uniquely using video view viewpoint views visible vision voxel voxels whatever with work zhang zheng zisserman http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010136abs.htm 18 Eye Gaze Estimation from a Single Image of One Eye able about above accuracy accurate achieving acoustics actually algorithm ambiguous america annual anthropometric applications applied approach automatic automation azhang back bandopadhay barattelli based because behavior benhabib cipolla circle circles circular coelho comes communication computer computing conclusion conference conferencing confidence constraint contour controlled controls cornsweet correct crane crucial current cybernetics daugman december deformable described description descriptors designed determination determining dimensional direct direction discard displays distance domain electrical electronic ellipse engineering especially estimate estimating estimation exploiting extract extraction eyegaze eyemovements face faces facial fast feature features first fisher fitting fitzgibbon forsyth fourth frame frey from frontier gang gaze gesture gray great hanson head heller hence high higher histogram human hutchinson icassp iccv idea ieee image images imaging implementation importance important improve improving independence industrial input instrumentation integrated interaction interactive interface international into intrusive invariant invasive iris jian jones journal kaufman knowledge least level location looking machine magazine mainly makes martin matsumoto means measurement mentioned method methods models module monitor morphable most motion motivation movement multimodal mundy myers nanyang natural newman ninth note novel november object observing october offer oliensis only onto optical original otsu pami paper paradigm pattern persons pilu pose possible potential presented press principle proceedings processing projected properties purkinje ramakrishna real reality realtime recognition reconstruction recording references reichert research resolutions retain rickheit rikert robotics robust robustly rotational rothwell rougeaux safaee satisfactory sawhney school segmentation selection sept shaviv sheena sherman sichelschmidt signal simplest singapore single smith society solution space speech square stark statistical stereo stereoscopic stiefelhagen subsequently such sudhakar survey system systems talmi tchoukanov technological templates test that these thesis this three threshold time together tracker tracking trajectories transactions university user using video virtual vision visual visually wang were which white will with workshop yang young zelinsky zisserman zoom http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010305abs.htm 41 Learning How to Inpaint from Global Image Statistics Anat Levin Assaf Zomet Yair Weiss School of Computer Science and Engineering, The Hebrew University of Jerusalem, 91904, Jerusalem, Israel E-Mail: alevin,zomet,yweiss @cs.huji.ac.il advances algorithm analsysis analysis application applied arbitrary asilomar august ballester based belief bergen bertalmio bertalmo biological bonet bottom boundaries boundary caselles cell chan code coefficients cohn combining completes complex compression comput computation computer computers conf conference contour contours corners criminisi curves cybernetics della different differently discontinuity domain editors efros emergence emergent entropy estimate even exemplar fast features field fields figure filled filling freeman frequency frey from fruit fundamental gaps generation graphics graphs gray heeger hirani hole holes iccv ieee illusory image images inducing information inpainting inpaintings interactive international interpolation joint journal july kearns koetter lafferty learning leung levels levin like local loopy many mathematical mathematics middle minimax model modeling models monty most multiresolution mumford natural nature neural news ninth noise nontexture object olshausen optimality orientation osher pages pami parametric pasztor pattern perceive perez petrovic phase pietra portilla press principle problem proc procedure proceedings processing product propagation properties pyramid python quilting random receptive recognition references removal restoration results ruins sampling sapiro scale scene scenes shape sharp shen siam siggraph signals similar simoncelli simple simultaneous smooth solla solutions sparse spatial statistical statistics structure subjective synthesis systems texture their theory there thornber though totsuka toyama trained training trans transactions transfer transparency ullman unwrapping urban vector verdera very vese vision volume wavelet weiss while williams with would zomet http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010510abs.htm 67 Reinforcement Learning for Combining Relevance Feedback Techniques Peng-Yeng Yin1, Bir Bhanu2, Kuang-Cheng Chang1, and Anlei Dong2 Center for Research in Intelligent Systems, University of California, Riverside, California 92521, USA {pyyin, kcchang}@ncnu.edu.tw, {bhanu, adong}@vislab.ee.ucr.edu able about according achieved acknowledgements action added afosr after agent algorithm also always apply approach approaches assessing average based bayesian been before bhanu bottom california chosen circuit combination comparable comparative complexity compute computer concept concepts conclusions conference content contrast contribution corresponding corresponds council created current database dayan decreases decreasing defined demand demonstration derive determined develop diagram different digesting digests distance distributions divided dynamic each either entry equivalent euclidean every examples existing experiences experiment experimental experiments feature feedback finally first formulations fourth from gives global goto grant hall hand have here higher http huang human hybridization hypothesis iccv identified identify ieee ignore illustration image images immediate implementation improvement increment index information initial initialize instead integration intelligent interactive international irrl iteration itself just keeps knowledge labeling last latest leaning learning learns long machine manifest many marks mehrotra memory merging method methods miller minka model more most namely national nearest newly ninth nondetermined nonrelevant null number observe observed obtained obtains ones only optimal order original ortega other others otherwise papathomas paper part particular peng perform performances performed pichunter possible power preceding precision precisions prentice presented prior probabilistic probability proceedings processed processing proposed psychophysical qing queries query random rate rates ratio reduce reduced references reinforcement relevance relevant researchers result results retrieval retrievals retrieve retrieved reward right riverside rocchio rows same sample satisfied scheme schemes science second seen selecting selection separately session sessions short shown shows significantly similarity since smart stages start starts state step storage storing strategy strive submit substantially such suited supported synergetic system systems table taiwan technique technology term than that theory there this those three thus tool total traditional trans under understanding university update used user using video vision vislab watkins weights when which while will with work yianilos http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010560abs.htm 74 Determining Reflectance and Light Position from a Single Image Without Distant Illumination Assumption about adaptive allow also america analysis application applications arbitrary assumes assumption assumptions available based because boivin boult brightness cases color components computer conclusions conference constancy constrained constraining costraining current deal dense determining dichromatic diffuse distant distribution does edge erroneous estimating estimation extend features fifth finlayson first framework from future gagalowicz geometric glossy graphics greenberg handle hanrahan have hence homogeneous however iccv ieee ikeuchi illumination image images imaging information intelligence intend international inverse journal labeling lambertian less light lighting machine make marschner method methods model modeling models ninth nishino object objects observation optical paper parameters particular pattern phisically photography photometric polarization position positions presented proc proceedings processing properties property ramamoorthi range recogition recovering references reflectance reflection regions rendering research robust roughened sato schaefer science second separate shadow shadows shafer shape siggraph signal single society solving source sparrow sparse specular surface surfaces synthesis tanaka target technology textured than that theory these thesis this those thus tokyo tominaga torrance trans under university unknown using vision wheeler with without wolff work http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010297abs.htm 40 Minimally-Supervised Classification using Multiple Observation Sets Chris Stauffer Artificial Intelligence Laboratory Massachusetts Institute of Technology Cambridge, MA 02139 advances analysis artificial automatic based bottleneck chris classification clustering colins computer conference data eric factorization fifteenth fort grimson hierarchical hofmann iccv ieee information intelligence international jaakkola jianbo labeled latent learning marina markov markovian martin matrix meila method nature negative neural ninth nips objects occurrences pages partially parts pattern press probabilistic proceedings processing random recognition references relazation segmentation semantic seung slonim spectral stauffer systems szummer thomas time tishby tommi uncertainty using view vision volume walks with http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010010abs.htm 1 Learning a Classification Model for Segmentation Xiaofeng Ren and Jitendra Malik Computer Science Division University of California at Berkeley, Berkeley, CA 94720 xren,malik @cs.berkeley.edu able acknowledgments affinity algorithm algorithms analysis application approach approximations associated august based basedapproaches bayes bayesian belongie boosting borenstein boundaries boundary boyer brace brightness buhmann builds carlo chain challenge change class classifier clustering combining comm comp company competition completion computational computationally computer concurrent conference confidence consistency continuity contour convolution criterion cues curvature curve cuts cvpr data database ddmcmc dept detect detection difference differential difficult digital discrimination discriminative distribution does down driven easier eccv ecological editor eigenvalues eigenvectors elements ellis energy essence evaluating explicit faces factorization feature fields figure filtering forms found fowlkes framework freeman friedman from functions geman generative gestalt gibbs glasgow globally gradient grant graph gross grouping growing hand harcourt hastie have hofmann human iccv ieee illusory image images improved incomplete incvpr indirectly inference information informative intelligence international interpolation ishikawa isused jacobs jermyn journal june knutsson laws lead learning letters leung library linear local machine main malik markov martin math measures measuring meila methods model models monte morrone most multi multiband mumford naive natural neural ninth nips normal normalized object optimal optimization organization other ours owens pages palmer parametric parent partial partitioning patch pattern perceptual perona phenomenology philosophy photons piecewise predictions press prior probabilistic problem problems proceedings psychology pure puzicha quantitative random rated recognition references region regions relaxation research results retoration retrieval rijsbergen salience sarkar scale schapire science search segment segmentation segmentations segmented shah shape shum similar similarity singer size smooth snakes solve solving sourcebook space specific spectral springer statistical statistics stochastic succeed such superpixels supported texture this through tibshirani trace tractable trans transactions translation ullman uncertain unifying univ unsupervised used using variational verlag vision volume walks wertheimer westin which williams with yuille zucker http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010671abs.htm 89 A Bayesian Network Framework for Relational Shape Matching academic active adaptive advances algorithm algorithms alignment alternatives amit anal annealing annihilation application approach approximations associating association august axial badler based bayesian becker belief belongie bethe between brady brain breast cambridge cccp chui closed cluttered computation computer computing conf conference constraints contexts contour convergent cooper cootes correctness correspondence coughlan criterion cvpr czech data databases deformable deformations deformed descriptors deterministic dietterich dimensional eccv eckhardt editors efficient eigenvector eigenvectors elements energies energy entropy estimation european feature features ferreira fiedler fifth figure finding finite form frackowiack free freeman generated geometric ghahramani global gold graham graph graphical graphs grimson hagedoorn hawkes hayes hebert hierarchical higgins hill iccv ieee imag image images imaging indexing information intell intelligent international intl into johnson journal kaufmann kikuchi kimia klein kong labeling lakamper large latecki leach lecture left level lncs local locally london longuet loops loopy mach malik mapping matching math matrices maximization mazziotta measures medical metaxas mime minimization minimize mjolsness modal model models morgan multi mutual netherlands neural ninth nonnegative nonrigid notes object pages pappu patt pattern pearl pelillo pentland point pose press probabilistic probability proc proceedings processing propagation property puzicha rangarajan reasoning recognition references registration relationship relaxation representation right rigid role royal rueckert same scenes science sclaroff scott sebastian self shape shapes shapiro shea shockbased shown shum siddiqi similarity single slice society sonoda spin spline springer stereo structures surface symmetric synthetically systems tagare taylor technique template templates their theory thesis thompson three toga training trans trilogy understanding unifying univ using utrecht version viola vision warping weighted weiss wells were with yedidia york yuille zheng zucker http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010618abs.htm 82 Shape and Motion under Varying Illumination: Unifying Structure from Motion, Photometric Stereo, and Multi-view Stereo Li Zhang½ Brian Curless½ Aaron Hertzmann¾ Steven M. Seitz½ ambiguity articulated baltimore based basri belhumeur binocular black centered combining computations computer conference edition eigentracking golub graphics grimson hopkins iccv ieee ijcv image international jacobs jepson johns kriegman lambertian leclerc linear loan matching matrix multi ninth object objects pami press proceedings processing reconstruction references reflectance relief representation robust shading stereo subspaces surface tracking university using view vision visual yuille http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010362abs.htm 48 Dominant Sets and Hierarchical Clustering 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 acknowledgements addison aksoy algorithm algorithms anal analog analysis application applications applied approach around association auguston automatic based been berlin bomze bounds boyer burkhardt cambridge canad centered change characteristics classification cliffs clique clustering clusters combinatorics comparison comput computation computer concept conclusions conducted conf conference considered continuous correspond corresponding curves cuts data database databases demonstrated describing detecting determined developed dickinson different disappear discrete distance dominant dubes during dynamics each eccv edit editors effectiveness efficient eigenvalues eigenvectors englewood equilibria evolution evolutionary experiments factorization family feature flexible forthcoming framework freeman from function game gdalyahu general gestalt global graph graphs grouping grows hall hancock haralick have hebrew hierarchical hierarchy horn iccv idea ieee image implementation induce intell international introduced israel jabara jain jerusalem johnson kelly kimia klein large larger leahy level like linear literature local locate luenberger machince machine malik matching math matrices matrix maxima maximum measures methods miller minker modelbases motivated motzkin networks neumann neural newly ninth nonlinear nonnegative nonsymmetric normalized notion optim optimal optimization organization organizing pages pairwise parameter parameterized partitional pattern pavan pelillo perceptual perona potential prentice press principled probabilistic problem problems proc proceedings process processing programming programs proof properties proven providing quadratic quantitative raghavan reading recognition references regularization relevant reported results retrieval robles sarkar sebastian section segmentation selforganization sengupta sets shape shock shokoufaundeh shown siam siddiqi silhouettes similarity simplex size small soda solutions some springer stability standard stochastic straightforward straus structural structures studied surviving symp syntactic techniques texture thank that theorem theoretic theoretical theory these thesis three torsello towards trans turan understanding university unsupervised used using variety varying verlag vision volume weibull weinshall werman wesley when which wilson with would zahn zero zucker http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010338abs.htm 45 Using Temporal Coherence to Build Models of Animals Deva Ramanan and D. A. Forsyth Computer Science Division University of California, Berkeley Berkeley, CA 94720 ramanan@cs.berkeley.edu, daf@cs.berkeley.edu acknowledgments ambiguity analysis approach approximate athena award barnard based belief berkeley bertsekas black bookpages bottom chapter classification comaniciu computer conf conference constructing content coughlan cvpr deformable deformed duygulu dynamic eccv efficient empirical european exploiting feature fellowship felzenschwalb ferreira fifteenth finding forsyth freitas from giraffe grant graphs hall have http human huttenlocher iccv ieee image implicit inference instance intelligence international ioffe jaakola learning linear loopy machine markus maron matching mean meer melamed methods mixtures model models modern motion multiple muri natural naval neck neuro ninth nips object office online pages parallel part pattern people perona pictorial pictures pietro ponce prentice press probabilistic proc proceedings program programming propogation ramanan ratan rather recognition references reparameterization research retrieval robust scene schmid scientific segments shapes shift sidenbladh sigal some space structures supported synthesis texts than thesis this three toward tracking translation tree trees tsitsiklis unsupervised using vision wainwright weber welling willsky with work http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010144abs.htm 19 Calibrating pan-tilt cameras in wide-area surveillance networks accuracy acknowledgements active analysis araujo area automation azarbayejani barreto basu batista bichsel binocular blob calibrating calibration cambridge camera cameras canadian capson carnegie chen collins computer computing conference correction cost cybernetics data davis digitization dynamic edition electrical engineering estimation events features flannery flexible flying four from funding hanrahan head heikkila high humans hung iccv iciap ieee image implicit ings insects insights institute intel intelligence intelligent international interval iros journal lenses machine mellon method methods metrology much muller multi multiple network neuroscience ninth numerical objects offthe outdoor part partial pattern peixoto pentland person presented press procedure proceed proceedings processing provided rander ravi real recipes recognition references robert robotics robots roll rotate scientific self sets shape shelf shih silven society sony step stereo system systems technique test teukolsky this tilt time tomasi tracking trans transactions tsai tsin university useful using versatile vetterling virtual vision visual wide with work world zhang http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010002abs.htm 0 Regression based Bandwidth Selection for Segmentation using Parzen Windows accepted ahuja algorithm analysis applications bandwidth chapman christoudias comaniciu computer conf conference data decomposition density detection driven edge eigth estimation fukunaga function georgescu gradient hall hostetler iccv icpr ieee image info integrated international interscience intl july level mallat mean meer multiresolution multiscale multivatiate ninth pami pattern practice proceedings ramesh recognition references region representation scale scott segmentation selection shift signal silverman statistics synergism tabb theory trans transform unsupervised variable vision visualizaion wavelet wiley with http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010199abs.htm 27 Preemptive RANSAC for Live Structure and Motion Estimation David Nister´ Sarnoff Corporation CN5300, Princeton, NJ 08530 dnister@sarnoff.com Abstract able adjustment affine algorithms analysis anan application approximate army asian assoc august australia authors automated automatic back beardsley bjor bolles both boujou british builds bundle calibration cambridge camcorder camera capture card cartography causally changes chiuso chum commun comp comparison computer conclusions conf conference consensus contained control coordinate corridor created critique cylinder deal degeneracy delay dense determining development different disparity displaying document dominant done down dropping efficient either eklundh epipolar estimating estimation estimator european evaluation expressed favaro feature features featuretrack figure fischler fitting fitzgibbon five flannery frame frames freehand from front fundamental geometry gool government graphical guided hand handheld haralick hartley hierarchy http iccv identical ieee illumination image implementation implied induced institute integrated interaction internal international interpreted intl into isbn january journal keep kman knowledge koch laboratory lacey lecture left less live long mach machine made march matas matrix mclauchlan melbourne meters methods metric mlesac mode model modern motion murray ninth nister note notes numerical official oliensis other ottenberg outlier over paradigm parameters pattern performance perspective pinitkarn planes playing point policies pollefeys pose press prior problem proc proceedings projective random randomized ransac real recipes recognition reconstruction recovery references rejection relative representing research review right robust royal same sample sampling scene science screen second self sequences sequential should shown silpa soatto solution solutions spite springer stages stereo straight structure successfully surviving synthesis system tape technology tensors test teukolsky thacker than thesis this those three through thus time tordoff torr track tracking trajectory trifocal triggs uncalibrated uncertainty understanding university unknown updating used using varying verbiest verlag vetterling video views vision visionbased volume walking whole window with zhang zisserman http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010603abs.htm 80 Two-Frame Wide Baseline Matching Jiangjian Xiao Mubarak Shah Computer Vision Lab, School of Electrical Engineering and Computer Science University of Central Florida, Orlando, Florida 32816, USA {jxiao, shah}@cs.ucf.edu Abstract across affine affinely analysis applications approach based baseline baumberg bmvc brackle brady cambridge changes computer conference corner corners cvpr detector determining dyer dynamic eccv edge epipolar eurographics faugeras favaro feature features finding fusiello geometry good gool graphics hartley holiday iccv icics ieee ijcv illumination image images improving interest international interpolation invariant level local luong matching mikolajczyk morphing multi multiple ninth optimal orangnize outlier pattern point press pritchett proc proceedings processing rangarajan real references regions rejection reliable review roberto robust scenes schaffalitzky schmid seitz separated sets shah shen siggraph smith snaps soatto statistics stereo susan time tomasi tommasini track tracking trucco tuytelaars uncertainty university unordered used view views vision wang wide widely with xiao zhang zisserman http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010273abs.htm 37 Context-based vision system for place and object recognition acknowledgments agreement analysis annotation appear appearance applied architecture aude author automation awareness backstreet barber based basedhomingbyim bengio bicycle biological blank bookshelf both bottom building bulthoff burgard burkhardt cars cases categorization chair checking class coefficients coffee collaboration combining complex computation computer computing conclusions conf conference context contextual contract cooler corporation correspondence corresponding corridor could crowley current cybernetics dabt darpa data department derivative desk despite detection discus does dotted down drapper duric easily egon elev elevator eliminated encouraging endorsed envelope environments even exploit extending faces false features field figure filecabinet find fire fischler flexible force forest fort franz freeman freezer from global government graphical gray ground have here histograms holistic huachuca hydrant iccv icra ieee image imagery implemented implementing included indicating indoor indoors information intelligence interior international interpretations intl invariant joint jones journal kanade kitchen kosecka learning light lines local localization location lowdimensional machine main mallot markovian mars matching merl might mobile model modeling models more multi multidimensional murase murphy nature nayar necessarily neural ninth nippon novel object objects oliva opinions overall pages papageorgiou parametric part pasztor pattern pentland perform person phase place places plaza poggio portilla position positives poster predicts presented previous priming printer prior proc proceedings processing projector provided pyramid qualitative real receptive recognition recognizing recommendations references relating report representation results retrieval robotics robots robust scale scene scenes schiele schneiderman scholkopf screen segmentation sequential shape shelves shortstreet show shown side simoncelli sinha sions small sofa some spatial sponsored standard starner statistical statistics steerable steps strat street streetlight such summary surveys symposium system technical telegraph telephone texture thank that this those though time tool torralba trainable training trans tree trees truth under using viola vision visionarea visual water wavelets wearable wherediditakethatsnapshot with without wolf work zhou http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010701abs.htm 93 Surface Classification Using Conformal Structures above addison advanced algebraic algebras algorithm algorithmica also ankerst annual another application approach automatic based belong biggest bottle brain cambridge chan chazelle checking chen classes classification classifications classified close coarser communication compared comparison complex computational computed computer computing conclusions conditions conference conformal consuming craig current curve curves databases december dependent descriptor different distributions dobkin easily efficiency eight elements engine equations equivalent estimation example explore faces factors features field figure flower form forms from fully fundamental fundamentals funkhouser future generalize generalized generated genus geometric geometry global gradient graphics griffiths group halderman harmonic harris hence high highest hilaga histograms hole holomorphic hundreds iccv ieee imaginary imaging implicit improve independent information informtion insensitive institute integration international intrinsic introduces invariants isometric jacobs january july kastenmuller kazhdan klein knot knotty kohmura kriegel kunii large larger lecture lectures like making manifold mapping maps matching math mathematics matrices matrix medical meshes method model models most munkres ninth noises novotni object october only osada other pages paper parameterization part period physics plane point polyhedral press procedure proceedings process processing real references refiner reflective represented research resolution resolutions results retriangulated retrieval riemann robust rocker rose rusinkiewicz scale scanned schoen school search seidl sets several shape shapes sheffer shinagawa shown siegel siggraph similarity spatial spherical stable step structure structures suitable summary surafces surface surfaces symmetry symposium systems tangelder tata teapot test tested texture than that their theories theory they this thousands time tompson topics topological topology torus transactions transformation triangulation using vase veltkamp verified vertices very vision visualizes wang ways weighted wesley weyl which will with work would zero http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010494abs.htm 65 Machine Learning and Multiscale Methods in the Identification of Bivalve Larvae achromatic adaptive algorithm algorithms anal analysis angular anisotropic appear application atlantic ballard based belongie beyond biomed birkhauser boston browsing cambridge canagarajah channels chapelle chatterjee christianini chromatic clam classification classifiers color comparison complex computer conf conference data daugman days detection diffusion editors europ extraction face fast feature features feichtinger figure filter filtering finlayson fisher frequency freund funt gabor gaborian gaper girosi gmrf goodman greenspan haffner haley herbrich histogram hosticka hulle human iccv ieee image indexing information intell intern international introduction invariant invariants iris jerusalem jour journal kernel kernels learning localized lucchese machine machines manjunath massachusetts methods microsoft minimal mitra model multiscale networks neural ninth object october optimization osuna other papageorgiou patt pattern patterns perona persons pichler placopecten platt poggio pontil porat porter press proc proceeding proceedings process processing pyramidal pyramids recog recognition recognizing references regularization report research retrieval richness robust roobaert rotation sand scallop schemes scholkopf segmentation separate sequential shawetaylor signal smola space spisula statistical steerable strohmer structured support surf svms swain synthesis system technical teuner texture theory trainable training trans transforms tree university update using vapnik vector verri view vision visual wanderly wavelet wavelets with zeevi http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010548abs.htm 72 Cumulative Residual Entropy, A New Measure of Information & its Application to Image Alignment acad academic accurately acknowledgments aczel advantages alfred alignment application applied approach asymptotically authors automated available based basis bell better between both bova brain brainweb breast ccre characterization chefd chen collignon communication comparisons computations computed computer conference continuous contrast converge correlation coughlan cover cross cumulative currently cvpr daroczy data database defined definition denoted density depicted dept directed discrete divergence domains easily efficient elements entropy estimate estimator experiments fang faugeras fifth figure frank from functions fundamental grant hard hermosillo hotel iccv ieee ijcv illumination image imaging information institute international invariant ipmi john journ kapur known like literature made maintz matching mathematical mathematics maximization mcgill measure measures media medical methods metric miccai misalignments modal modality models motion multi multimodality mutual ninth normalized novel october online other over overlap pairs paper papers parameterized part pattern performance presented press probability proc proceedings projective ratio real recognition references registration relationship renyi research residual results rigid robust roche ruckert same sample selected sets several shannon significantly similarity simulated single sons source sources spatially spline studholme summary supported survey synthetic szeliski tech tested thank that their theory these this thomas transformation true unlike used using valid value variational varying vemuri viergever viola vision vlsm wang weighted well wells were which whose wiley with workshop would york http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010641abs.htm 85 Inferring 3D Structure with a Statistical Image-Based Shape Model Kristen Grauman, Gregory Shakhnarovich, Trevor Darrell Computer Science and Artificial Intelligence Laboratory Massachusetts Institute of Technology {kgrauman, gregory, trevor}@ai.mit.edu ability able accurate active adaptive agrees algorithm aligned also analysis analyzers angles appearance application applied applying approach approximately automatic available average based baumberg bayesian between bhls bhrs birmingham bishop body bombay bottom boundary british buehler capture chamfer character chart chosen class combinations compare component computation computer computing concept conclusions conference configuration construction contour contours control cooper cootes covell curious darrell data deformable density developed different directly distance distributions domain done during dynamics each egisys eigen eigenfaces eigenshape enables england entirely error errors essex estimation european even evidence example examples experiments explicit explore extracted face features fewer figure figures finally finding fitness flexible four from future gait general gesture gong good gortler graham graphics grauman ground groundtruth haslam have higher hogg hull hulls iccv ieee image imagery images include india infer inference inferred inferring information input inputs inspection intelligence intend interactive interested international january joint jones june killington labs laltoe laltoerartoe laltoertoe lara laraltoertoe large laurentini learning left lere level linear lkrk location locations lsnbh ltoe ltrt lwlt lwrtlt lwrw machine madison manifolds manually matched matusik maui mcmillan mean measure method middle missing mixture mixtures model models moghaddam morphable motion multi multidimensional neural ninth noisy novel number observed offer omitted only order original pages parameters parametric pattern pedestrian pentland perceived performance plotted poggio point points pose poser principal prior probabilistic proceedings raltoe rartoe raskar real recognition reconstructed reconstruction references rele rendered representing requires results right rklk rkltoe rsbh rsbhls rsnls rtlt rtoe rtoela rtoeltoe rtoera rtrw rwle rwltlw rwltrt rwlw rwrt segmentation selected sept sequences shakhnarovich shape shown shows silhouette silhouettes smoothness solution specific spite staib stick still stockholm strengthen structure subjects subset subspaces successfully sweden synthetic synthetically system taylor technique techniques template tests textured than that their there they tipping trained training transactions true truthed turk ultimate understanding unknown used using variation view viewbased viewpoints views vision visual walker walking wang were wheeler when where will with within work york http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010051abs.htm 6 Ranking Prior Likelihood Distributions for Bayesian Shape Localization Framework Shuicheng Yan , Mingjing Li , Hongjiang Zhang , Qiansheng Cheng School of Mathematical Sciences, Peking University, 100871, China Microsoft Research Asia, Beijing Sigma Center, Beijing, 100080, China abstract across active algorithm ambiguous analysis appear appearance appeared approximation artificial atkeson automatic based bayesian bilateral biomedical biometrica blanz boosting canada case challenging cheng coding cohen combining computation computer computing conditions conference constrained control cootes copenhagen denmark deviation direction dryden dynamically eccv efficient error errors european expression extended face faces fails fifteenth figure first flexible frangi freund from functions furrow general generative geometry ginneken gong graham gray haar hierarchical high hill hongjiang html http iccv identification ieee image images improves intelligence international interpretation isbe iyer jair july june kent lanitis learning left level liddell likelihood linear localization locally machine mardia matching mathematical mean mmbia model modeling models moghaddam moore morphable ninth nonlinear object order over pami pattern pentland performs plane preferences probabilistic problem proceedings procrustes projections recognition refs registration report representation resolution results review right robert robust rogers romdhani romeny rotation rpbf sami schaal schapire search segmentation shape shum singer small society some space staal standard statistical stochastic strong symmetry tangent taylor technical terms texture things thomas time transactions treatment unified using vancouver vetter viergever views vision visual volker weighted well with workshop yoram zhang zhou http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010104abs.htm 13 Automatic Video Summarization by Graph Modeling Chong-Wah Ngo, Yu-Fei Ma & Hong-Jiang Zhang abstraction algorithm analysis approach attention automated based binefa browsing chang change characterization circuit circuits clustervalidity combination compact computational computer conf conference content curve cuts cvpr database decomposition dementhon detection doermann dynamic efficient fast generative gong hanjalic home iccv ieee image indexing integrated intelligence international itti journal kanade kobla koch language lienhart lippman machine malik media model modeling motion multimedia nature neuroscience niebur ninth normalized orriols partitioning pattern pictorial pong presentation proceedings processing rapid recognition references representation retrieval reviews saliency scene scheme segmentation simplification singular skimming slices smith spatio spie storage sull summarization systems techniques technol technology temporal tewfik through trans understanding unsupervised user using value vasconcelos video vision visual visualization vsion yeung zhang http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010207abs.htm 28 Multiple-View Structure and Motion From Line Correspondences account across addressed adjustment ahuja algebra algorithm algorithms alignment allows aloimonos analytic appear associated august automatic badly bartoli based being between bias black bound bundle cambridge camera cameras case close closed compute computer conclusion conference consecutive constraint corrected correction correspondences corresponding cvpr data december described difference differentiation direct distorted each eccv ends error errors estimation estimator experimental extension factorization faugeras figure first fitzgibbon form formed frame from further geometry given gives graphics guess hand hartley have hong huang iccv icpr ieee ijcv image images indoor initialize international into iteratively june kriegman least left levenberg likelihood line linear linearized lines lower luong manually many marquardt martinec matrix maximum method metric minimal minimizing motion mourrain multiple naive ninth note number only onto open optimal optimization original orthogonally orthonormal overlaid pajdla pami parameterization parameters perform performs perspective pixel pixels pluck point points press problem procedure proceedings processing projecting projective proposed provided qlin real reconstruct reconstructed reconstruction reconstructions recovery references refine registered representation reprojected reprojection respectively result results reweighted sample scheme second segments sequence sequences sequential show shown shows simulated snapshot solution some space spetsakis squares straight structure sturm suboptimal subsequence subsequences taking taylor tensor that their them theoretical there these this three together triangulation trifocal triplet uncalibrated undistinguishable uniqueness university usable used using very vide vieville view views visible vision visually well weng which while white with zisserman zoom http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010656abs.htm 87 Shape Representation via Harmonic Embedding Alessandro Duci Anthony J. Yezzi Sanjoy K. Mitter Stefano Soatto acknowledgments action active adalsteinsson afosr algorithms alvarez american analysis annals appl applied approach arch aubert auser autom average axioms azencott based benjamin between biomedical blanc boor brain brenner bruckstein bull calcolo calculations carne cepted chapman classification cognitive coldefy comes comp complex components computable computer conf conference contours cremers curvature data deformable deformations deforming deformotion delle dependent deriche desirable diffeomorphism differential diffusion dilationerosion dimensional diretti distance distances distributions dover dryden elastic element environment equations euclidean extremely face faugeras feraud finite florack flow form framework from front fronts functional fundamental general geodesic geometric geometry giblin giusti graduate graphics graphs grenander grimson group growth guichard guide haar hall hamilton homology iccv ieee image images imaging implementation influence integral intel intelligence international intl into introducing italiana jackway jacobi joint kendall kimia kimmel kiryati knowledge koenderink landmark lecture level leventon linear lions london machine malladi manifolds maps mardia matching matematica math mathematical mathematics matheron mechanics medical method methods metodi metrics miller model modeling morel morphogenesis morphological motion moving multiscale multivalued mumford neurosci ninth nonlocal notes novel npebc numerical object obstacles operations optical osher oxford pages partial patt pattern perception physics planning possess practical press prob problem proc proceedings processing procrustean projective propagating propagation properties random rational reaction reading recog recognition references registration representation research riemannian robot romeny samson sanchez sapiro scale scalespace schn science scott sctv segmentation sethian sets shading shah shape shapes shocks siam snakes soatto society solid solving space spaces speed splines springer stability statistical statistics stereoscopic structural structure sudies supported surface surfaces tannebaum technique templates texts theories theory they this thom thompson three tischh toga tracking trans twodimensional understanding unione university variazioni vemuri verlag vision volume warping weickert when which wiley with workshop yezzi younes yuille zerubia zucker http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010516abs.htm 68 Automatically Labeling Video Data Using Multi-class Active Learning Rong Yan, Jie Yang, Alexander Hauptmann School of Computer Science Carnegie Mellon University Pittsburgh, PA, 15213 yanrong, yang+, alex+ @cs.cmu.edu abstraction acknowledgments active advance allwein also alternative america another antania applications approach april artificial automatic avenue award back bakiri based better binary bregler browser camera campbell cases cauwenberghs chapelle class classification classifiers codes cohn committee computaional computer conf conference continuous correcting cristianini cuntoor cvpr data decremental defense department dietterich different discriminative discussion dynamics eigenspaces error estimation even exist experiments explore extend extensions face features feeding fifth fold foundation framework francisco from fuse future gait gesture ghahramani gish gross haffner handle harder have histogram hmms human humans iccv icml identification ieee image images incremental independent indexing information intelligence interesting international into introducing jain jian jordan journal juan june kale kasturi kaufmann koller kominek kruger label labeling labels large learning less like machine machines magazine makes malik manual margin mateo mccallum meeting methods might modal models modular moghaddam more moreover morgan much multi multiclass multimedia multimodal multiple national networks neural ninth note null numbers objects obtained only open opper optimal output over partially pattern pentland people person plan poggio problem problems proc proceeding proceedings processing promising proposed query rajagopalan random recognition recognizing reducing reduction references research retrieval rong sample sampling schapire schmidt schohn science seattle selection sequences seung signal singer smola solving some sompolinsky speaker stanford starner states statistical stimulating strategies strategy study suggest support supported survey svms systems test text than thank that them theory these thesis this through tong toward training transactions types unifying united university unseen users using vapnik vector video view viewbased vision waibel which with work workshop would yang yields zhang http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010440abs.htm 58 Good continuations in digital image level lines Frédéric Cao IRISA/INRIA Campus universitaire de Beaulieu 35000 Rennes, France Frederic.Cao@irisa.fr acknowledgments active advice affine algorithm algorithms allgemeine almost alvarez alvey always analyse analysis appear application applications applied approach approximation associated author available bell bergen bologna both cachan canny caselles challenge chance checked classification cmla coincidence coll combined communication communications complementary computation computational computer conclusion conference conspicuous continuation continuations contour contours contrario contrast contrasted conversation convex convexity corner corners course crucial cues curve curves depend deriche description desolneux detect detected detection detector detectors differential does edge edges efficient either elements encyklop equations equivalent examined exhaustive extraction fast feature features figure filtering find finding forschung found from functions fundamental geiger gestalt gestalts giraudon global good granted ground grouping groups guichard handbuch harris have helmholtz however http iccv ieee image images imaging implies improbably increases independent inferring information intelligence interactions international introducing invariant irisa irregular iterative jacobs jean journal julesz junction junctions justifies kanizsa kass lehre length level lindeberg lines lionel lisani local machine making manchester many marr masking mathematical mathematics meant measuring medioni michel minimum models moisan monasse montanari morales more morel morphological much mulino multiple multiscale mumford nements ninth noisy nonlinear nonlocal occur only optik optimal pages pami parameterless partial parts pattern pensare perception perceptual physik physiologischen pictures pieces piecewise posteriori preattentive preliminary preprint principle priori problems proceedings processing program progress properties psychologische pure references regularity reliable replace report represent representation robust rubin rudin salient satisfy segmentation segmentations separation several shah shape significatifs since sincerily small smooth snakes step stephens stress structures such sufficient surprising syst take techn technical terminators terzopoulos textons textures thanks that their them then theoretical theory these thesis this time trans transactions understanding untersuchungen upon using valuable variational variations vedere vertex vision volume wertheimer which whose with witkin xlii york http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010385abs.htm 51 Learning a Locality Preserving Subspace for Visual Recognition Xiaofei He*, Shuicheng Yan#, Yuxiao Hu, and Hong-Jiang Zhang Microsoft Research Asia, Beijing 100080, China Department of Computer Science, University of Chicago (xiaofei@cs.uchicago.edu) advances algorithm america analysis automatic automation baker belhumeur belkin british bsat bunch canada center characterization chellappa class clustering columbia computer conf conference control coordination cuts daniel database december dimensional dimensionality discriminant efficient eigenfaces eigenmaps elastic embedding error expression face faces fellous fifth figure fisherfaces framework geoff geometric gesture global graph hawaii hespanha hinton hsuan html http human iccv ieee illumination image information intelligence international johh joshua journal kernel kirby kriegman kruger kunz langford laplacian lawrence linear local machine malik malsburg manifold maryland matching maui methods ming models neural ninth niyogi nonlinear normalized optical pattern pentland perception phillips pose proc procedure proceedings processing projection projects rate recognition reduction references report research robotics roweis saul science sebastian segmentation seung silva singapore sirovich sixth society specific spectral subspace system technical techniques tenenbaum trans turk univ university using vancouver vision washington ways wiskott yale yalefaces yang zhao http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010122abs.htm 16 Counting People in Crowds with a Real-Time Network of Simple Image Sensors across active aggarwal algorithm allocation american analysis application applications approach arch architecture artificial asian asplos automatic background banos based bayesian beyond bobick boser bouguet bramble brumitt buehler cacm camera cameras capture chen cheung chip closed cluttered collins color communication comp computational computer computing conf conference considerations construction counting culler cvgip cvpr darrell davis designing detecting detection development diffusion digital directed directions dissertation distributed doherty dust easyliving eccv efficient electronic elson energy estrin eurographics from gallery gamal geometry girod gonzalez gordon govindan ground hale haritaoglu harris harville harwood hill hollar holler homography horprasert huang hulls human hydra iccv icmcs identification ieee image imaging indoor intanagonwiwat integrated integration intelligence inter international intersection intille isard ishiguro january jones june kaiser kanade kettnaker krumm latombe lipton localization maccormick machine matsuyama matusik mcmillan meeting merrill meyers mittal mobicom monitoring motion motions multi multiple multipleblob network networked networks nevatia newberg ninth nuclear object octree ocular omnidirectional open orwell paradigm parallel pattern people perception performance person pister placement platforms polyhedral pottie proc proceedings processing randomized rapid real reconstruction references region remagnino remote rendering resource robotics robust russell scalability scalable scene scenes segmentation segmenting sensor sensors sequences shadow shafer silhouettes single smart socg sogo sohrabi spie standard stanford static stereo stochastic streams subtraction surveillance symp synchronized system systems szeliski szewczyk target technologies time tokai topical toward tracker tracking traffic trivedi unattended understanding university using video view vision visual volume voxel wada warneke wireless with woodfill workshop world xing zabih zhao http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010044abs.htm 5 Segmenting Foreground Objects from a Dynamic Textured Background via a Robust Kalman Filter according accumulating accv adaptive adelson advances again algorithms analysis analyzing anandan appendix application applications approach background baladrishnan based black bobick body change charbonnier chiuso color comp complex computer computing conf conference conic consistent covariance criterion curves cvpr darrell data davis denote derivation derivations described detecting detection diagonal differential directionally doretto dynamic eccv elgammal equal equation error estimation evolution explicit fast figures filter filters finding fitting flow following foreground framework function gain gordon grimson habe harville harwood have htmt huber human humans iccv icip ieee ieng ijcv image improved independent international interpretation into inverse ivanov john kalman kalmanfiltering kirchner kmhe kmhp kmrmt learning leung lighting likelihood linear matrix matsuyama measure mechatronics media methods minimize mixture model modeling models modified most motion multiple munkelt nagel need nent ninth niyogi nonstationary notation note obtain occlusion ohya optical optimal order overall pami parameter parametric partial pattern periodicity picard plugging prediction presence proc proceedings processing pseudo range real recent recognition recognizing references rekers removal respect ridder robust rochester rosales salience salient scene scenes sclaroff seek segmentation sequences signal singular soatto solution sons space state statistics stauffer stochastic subtraction surveillance symbol systems szummer tarel techniques temporal temporaltexture term test texture textures that then therefore this thus time tracking trajectory trans tutorial uncertainties underlined update used using varying vector vision visual walking wang weighting where whitechapel wildes wiley will with wixson woodfill workshop yang zero zhang http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010416abs.htm 55 Fast Intensity-based 2D-3D Image Registration of Clinical Data Using Light Fields accompanying accuracy achieve addition also altogether anatomybased approximately automatic avoid based between bijhold biomedicine bliek bottleneck boult breeuwer brown clinical computed computer conference cost currently data dimensional dramatically drrs during easi effective effectiveness exploring extremely fields film first formation functions generate getting gilhuijs gold gueziec guiding help herk iccv ieee imageguided images imaging improve improving indicate inform inspection intensity international into intraoperative kazanzides known light local looking loss magnitude measures minima mmbia ninth optimization orders pages patient performance phys placement planar portal problem proc proceedings project quality radiation radiographs radiotherapy real references registration resolution results robot scan schemes setup similarity simulator smooth speed speedup standard stuck surgery surgical technol that therapy three tomography tradeoff traditional trans using validated verification vision wadley well williamson with work http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010059abs.htm 7 Efficient, Robust and Accurate Fitting of a 3D Morphable Model Sami Romdhani Thomas Vetter University of Basel, Computer Science Department Bernoullistrasse 16, CH - 4056 Basel, Switzerland sami.romdhani, thomas.vetter @unibas.ch academic accuracy accurate acknowledgment across active address addressed advantage after algorithm algorithms alignment allowed also amer america american angle angles animation another appearance approach approximation army assoc association auto automatic automation azimuth baker bascle based basel because belhumeur believe bergen blake blanz bmvc both brien british bsat cameron canterakis center challenge characterization classes comments commun compare comparison composition compositional computed computer computing conclusions conference contract contradictory conversion cootes correspondence correspondences cost craw cvpr database david decrease dept derivatives describe describing detected different difficult dimensional down dumouchel each eccv efficiency efficient eigenspaces enlightening environment equivalence error estimation european exactly example expression extension face faces facial ferent figure first fitted fitting fittings formalism formulate frame from fully function functions further future gaze general generated geometry gesture gill global hager have helpful hence hierarchical high hingorani hinich holland however http huber human iccv icia identification ieee ijcv illumination illuminations image images informatik inliers integrating interesting interface international interval into introduced introducing inverse iteration iteratively john jones journal kirby know kumar learning least leave left less linear losing machine makes making many material mathematical matthews method methods model models modular moghaddam more morphable motion much multiple murase murray nature nayar ninth object objects obtained office optical optimization optimum option order original outlier pami parameterizing parameters parametric pentland personen pixel pixels plot poggio pose poses position practical presented press princeton problem proc procedure proceedings rate recognition reconstruction recovery references region regression report research residual reweighted right rigid rigorous rikert robust romdhani sami sarnoff selective separability shape should shows siggraph simon simple single sirovich sixth society sons span squares starner stat statist statistical statistics strategies supported symposium synthesis synthetic talwar taylor technical texture than thank that their theory they this tracking under unibas university upon used using vertices vetter view views vision visual walker weighted weights welsch when which wiley will with without work wright http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010320abs.htm 43 Graph Partition by Swendsen-Wang Cuts Adrian Barbu and Song-Chun Zhu University of California, Los Angeles Departments of Computer Science and Statistics abarbu@ucla.edu, sczhu@stat.ucla.edu adding algorithms annealing approach based bayes bayesian between biometrika buhmann calculation camera canny chem cliffs clustering comput computer computing conference correspondence critical curve curves cuts data determination deterministic difference discriminative distrib driven dubes dynamics eccv edge edgelets energy englewood eqns examples experiment fast figure filled flow formulation from functions gelatt geman gibbs graph green group grouping hall hand histogram histograms hofmann iccv ieee image input international into jain jump kirkpatrick kolmogorov leahy learned lett likelihood long machines malik mcmc measures metropolis model ninth nodes nonuniversal normalized obtained optimal optimization pairwise pami perceptual phys pixels point prentice prior probability problem proceedings references relaxation removing restoration result results reversible science segmentation segmented shown simulated simulations smooth state stereo stochastic swendsen that theoretic vecchi vision wang what zabih http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010242abs.htm 33 Minimum Risk Distance Measure for Object Recognition Shyjan Mahamud Martial Hebert Dept. of Computer Science Carnegie Mellon University Pittsburgh, PA 15213 addressed algorithms also although analysis applicable applied approach approaches april arise assumptions automatic automation belhumeur best beyond blanzieri cambridge carnegie center certain challenging chellappa class classification cluttered cogneuro college color combination combine compared compares comparison competitive components computer conf conference contrast cvpr department detection directly discriminant discrimination discriminative discussion distance duda eigenfaces eigenspace elementary empirically enrico evaluation exactly face feret figure finally first fisherfaces flannery framework francesco francisco from fukanaga gensture hart have hebert hespanha hierarchical hill iccv ieee information intelligence international intl invariance invariant issues justified kaufmann kriegman labeled learning linear machine machines mahamud manner maryland matching mcgraw measure measures mellon methodology methods metric minimum modalities model modeling moghaddam moon more morgan motivated motivation multiple murase nature nayar nearest need neighbor neural ninth number numerical object objects optimal other pages paper papoulis park pattern pentland performance phillips poorly presented press principled probabilistic probability proc proceedings processes processing projection purely random rate rauss recipes recognition recogntition references report research respecting ricci risk rizvi sake same scenes science second seen shape short showing shown simple since specific springer state statistical stochastic stork subspace superior support systems task technical teukolsky text texture that theory thesis this trans transformations turk under university using vapnik variables vector vetterling vision when which widely wiley with within zhao http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010130abs.htm 17 Fragmentation in the Vision of Scenes Jan-Mark Geusebroek Arnold W. M. Smeulders Intelligent Sensory Information Systems Faculty of Science, University of Amsterdam Kruislaan 403, 1098 SJ Amsterdam, The Netherlands E-mail: mark@science.uva.nl access acknowledge acknowledgments addisonwesley anal analysis analytical andersondarling appl applicability applications around arrangement assoc astr astronomical astronomy astrophys available barlow based bell between bialek biol biological boomgaard boston breaks brown cases causes causing cells chantler clutter collection collections color commun communication compared comparisons complexity component components composition compositions comput computer conclusions conference confidence confirming connection corel cortex cybern dana dead decomposition deform derivation describe description details different discrete discussions distributed distribution distributions domain dominated drawings earlier easily edge editor encounter engineering explain explanation extreme field filliben filters findings fine finite five forms found fractal fragmentation fragmented from function gaithersburg gallery geerts general generating geometry geusebroek ginneken given gnedenko goodness graphics grenander handbook hateren have heriotwatt holds huang iccv ices ieee image images included increases independent individual indoor information integral intell interference international invariance invariant john joint just koenderink kolmogorov large laws leaves levels like limit limited local lognormal lond machine majority mallat many material materials matheron mech messages meth mixture model modeling models modern multimedia multiresolution mumford natural nayar ninth nist normal observation observe obtainable occlusion opaque options outdoor page pages paintings parameters part pattern patterns pentland photo phys physical pictures pont portion possible power preparations press primary principles probabilities probability proc proceedings process processes project projection rammler random real receptive references reflectance regions regular remainder remarkable repetitive reported representation resolution responses result results rigdon rosenblith rosin ruderman scale scaling scene scenes schaaf seen sejnowski semtech sensory sequential sequentially sets show signal significance simoncelli simple slices small smeulders some sons spatial spie srivastava standard statist statistic statistical statistics stephens stock stocks structure study sums supported surfaces sylvia synthesis system testing texture that their theory thereby therefore therein this through tial trans transformation transparent type underlying unfortunately universal university used variables variety vast views vision visual volume wavelet weibull wide wiley with wohletz woods work workshop world york http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010289abs.htm 39 Meshfree Particle Method Huafeng Liu and Pengcheng Shi Medical Image Computing Group, Department of Electrical and Electronic Engineering Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong active adaptive analysis applications applied arch axel balloons based belystchko belytschko benito biomechanical boca boundary brain breitkopf cardiac cohen communications computation computational computer concepts conditions conference contour cook correspondence deformable deformation delingette derivatives developments diastole differential displacement dolbow dougherty dynamic eact efficient element engineering equations essential explicit falcon ferrant field figure finite fleming flow form formulation frame free functions galerkin gavete generated global goldgof gradient huang iccv ieee image images imaging implementation improved information intelligence internaltional international interpolant intraoperative introduction january john jolesz journal kaljevic kass kikinis kraitchman krongauz krysl lancaster least lecture local machine macq magnetic malkus maps matching mathematics mechanics medical mesh meshes meshfree meshless metaxas method methods modal model modeling models moran motion moving multi nabavi natural neighbor nielsen ninth nonrigid notes numerical organ overview partial particle pattern pentland plesha press prince proc proceedings processing programming qian radial rassineux raton realistic recent recognition references refinement registration representation resonance respect review rigid ruiz saigal salkauskas sarkar scale science sclaroff shape shapes simulation size snakes soft sons specific squares strain stripe sukumar superquadrics surface surgery survey synthesis tagging terzopoulos their tissue touzot tracking trans transactions tsap using vector villon vision warfield where wiley with witkin witt york young zhang http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010156abs.htm 21 Image Registration with Global and Local Luminance Alignment 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 adelson alignment annual applications applying approach artifacts assuming assumptions ayer based being burt calibration camera cameras colour combining compact compared complex computational computer conference constraint construction converges creating cvpr debevec december different differently digital dominant dynamic eden effective eliminating elsevier engineering environment environments estimating estimation exposed exposure exposures extending extraction feature first focal focuses framework from full function functions fundamentally future ghosting global graphics handling hanson hasler heung high hill hkust iccv ieee image images imaging integrating international into ists iterative jiaya journal july kanade length local luminance malik mann maps march mcgraw medioni mitsunaga model modern monotonic mosaics motion moving multiple multiresolution nayar ninth novel objects obtained october only optical optimal other pages panoramic parallel perform perspective photographs photography piccard pictures presence proc proceedings process provides quantigraphic quickly radiance radiometric ramesh range recovering reference references registration replacement report representations required response richard riseman robust rough sawhney scheme segmentation self shum siggraph simplifying since smith spie spline statistical stereo susstrunk szeliski tang technical techniques tensor than thanks through tpami transaction tsin under undigital uyttendaele video videos view virtual vision voting warren whole with work yeung http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010432abs.htm 57 Space-time Interest Points Ivan Laptev and Tony Lindeberg Computational Vision and Active Perception Laboratory (CVAP) Dept. of Numerical Analysis and Computer Science KTH, SE-100 44 Stockholm, Sweden {laptev, tony}@nada.kth.se Abstract action activities adaptation adaptive affine affinely afpac algebraic alvey analysis appearance asset august automatic barbara barron based baseline bauckhage baumberg beauchemin belongie berlin biol biological black blake brady bregler british burkhardt cambridge canada carlsson causal centers chomat circular class classification coloured combined combining computer computing condensation conditional conference contours copenhagen corfu corner corners crowley cvpr cybernetics cycle denmark density description detection detector detectors dimensional direct direction distinct doorn dublin duda eccv edge editor editors estimation evaluation event examples experimental exponential fagerstrom fast feature features february fields figures filtering fleet flow fors frames freiburg from gaussian gehrke generating geometry germany gool grayvalue greece griffin gulch hall harris hart hawaii hogg human iccv ieee ijcv image indexing integration interest international invariant invariants irani ireland isard isprs jepson june kauai koenderink laptev learning lecture leung lillholm lindeberg local location lowe machine malik manor maps marriott martin matching materials methods mikolajczyk models mohr motion nagel neumann ninth notes object operator optical pages pami parameterized pattern people perception performance perona point points precise probabilistic proc proceedings processing propagation real receptive recognition recognizing references regions representation representing retrieval santa scale scales scalespace schmid science segmentation selection sensor shape sidenbladh smith space spatio spatiotemporal springer statistical stephens stereo stochastic stork study suter system techniques tell temporal textons three time tner topology tracking tuytelaars twists unsupervised using vancouver velocity verdiere verlag video vision visual volume weber welling wide wiley with workshop yacoob zelnik http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010649abs.htm 86 Affine-Invariant Local Descriptors and Neighborhood Statistics for Texture Recognition account acknowledgments adaptive adjacent advantage affine after agreement also amount animal another background before best between bishop board both bottom brick campus carpet categories chair cheetah cities class collaboration complex computed computer conference confidence curves dashed dataset descriptors detector determination directions discriminative effective effectiveness estimates european examples extend figure final finally floor following forests found foundation funded future geometric giraffe grants have iccv ieee image imagery important improvement initial international interpretable into invariance investigate labeling lava leads levels line local made marble maximum membership modeling models more most national natural need neighborhood networks neural ninth obtain oceans original output over oxford partially pattern perceptually performance plan point possible preserving press probabilities probability proceedings process project provides pursue quality recognition references regions relations relationship relaxation representation represents research resp results salient science segmentation selection selects sensitive several shape size solid sparse stronger structure successful system take texture that therefore this uiuc uiuccnrs university unsuccessful values vision which while will window windows wood work zebra http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010184abs.htm 25 Surface Reconstruction from Feature Based Stereo Camillo J. Taylor GRASP Laboratory University of Pennsylvania Philadelphia, PA, 19104 annual artificial august baumgart berg boissonnat brian building complex computational computer conference curless daniel data delaunay edition evolution faugeras from geometric geometry graphics iccv ieee image images intelligence international jean journal july keriven kreveld lebras level levoy marc mehlman method methods modeling models ninth olivier orleans overmars pages principles problem proceedings processing range references renaud representing scwarzkopf series siggraph springer stanford stereo surface thesis trans triangulation variational vision volumetric with http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010378abs.htm 50 Feature Selection for Unsupervised and Supervised Inference: the Emergence of Sparsity in a Weighted-based Approach Lior Wolf and Amnon Shashua School of Engineering and Computer Science, The Hebrew University, Jerusalem 91904, Israel algorithm almuallim analysis approach artificial average baltimore based blum boyer bradley brand canadian case categorization cell change chapelle characterizations chung clique clustering code computations computer concave concentration conf conference continuous cuts cviu detection dietterich eccv edition eigenvalues eigenvectors elissef embedding emergence examples extraction factorization feature features field freeman gibbons golub graph graphs grouping guyon hearn hopkins huang iccv icml ieee ijcv image images inequalities inference intelligence international introduction irrelevant isoperimetric john johns jones jordan journal june kira kohavi langley language learning lewis loan machine machines malik mangasarian many math matrix maxima maximum measure measures minimization motzkin mukherjee natural nature nearest negative neighbor ninth nips normalized object objects olshausen oper organization pami pardalos parts pattern pavan pelillo perona poggio pontil practical press problem proc proceedings product proof properties publ quantitative ramana real receptive recognition references relevant rendell report research robust sarkar school segmentation selection seung shashua simple spaces sparse sparsity spectral speech springer statistical statistics straus supervised support svms talagrand technical text theorem theoretic theory time turan unifying university unsupervised using vapnik variable vector view viola vision weighted weiss weston with wolf workshop wrappers http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010634abs.htm 84 Selection of Scale-Invariant Parts for Object Class Recognition Gy. Dorko´ and C. Schmid INRIA Rho^ne-Alpes, GRAVIR-CNRS 655, av. de l'Europe, 38330 Montbonnot, France dorko,schmid @inrialpes.fr acknowledgments affine agarwal alignment also amit approach attention based best boosted cambridge capri cascade case changes chen class classification classified classifiers cluster column compared comparison computation computational computer conclusion conference constructing content correct cristianini cvpr cybernetics descriptors detected detection different discriminant displays distance eccv european example extend face feature features fergus figure focus form fragment from future gaussian geman harris have hebert hill human hummel iccv ieee ijcv illumination illustrated image images importance incorrect indexing information interest international introduced invariant italy jones labeling laplace lava lazebnik learning left likelihood local localization lowe machines mahamud manually marked mcgraw measure mechanisms method middle mikolajczyk mixture model models most mutual naquet necessary negative neighborhoods neural ninth object ones only operations optimal pages pami papageorgiou paper papoulis part parts perona plan poggio points ponce positive press probability proceedings processes project providing random rapid ratio recognition references regions relaxation representation representative results retrieval right rikert rosenfeld rotation roth sali scale scene schmid selected selecting selection shawe should shows simple sparse statistical stochastic straightforward suited sung supervised support supported system systems taylor techniques test texture thank that therefore this trainable training transactions ullman university unlabeled unsupervised using variables vector vidal viewbased viola vision visual volume weakly weber well welling where with work workshop zhang zisserman zucker http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010524abs.htm 69 Fast Vehicle Detection with Probabilistic Feature Grouping and its Application to Vehicle Tracking ZuWhan Kim and Jitendra Malik Computer Science Division University of Berkeley, CA, USA {zuwhan,malik}@cs.berkeley.edu acknowledgment aerial also analysis another apply approach based believe bensrhair bertozzi broggi california caltrans change classification computer conf conference cooperative courtesy current detection erik features figure flow helping highlights http iccv ieee improve intelligent international intl introducing invariant lane level lines miche miller mousset nevatia ninth occlusions pages paper path performance perspectives photo plotted possibility proc proceedings provided references report resulting satisfactory significantly similar southern specular state structure studies such supported systems technique tfhrc thank that theory this toulminet tracking traffic trajectories transportation university unprecedented used vehicle vision will with work writing zhao http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010083abs.htm 10 The Local Projective Shape of Smooth Surfaces and their Outlines about academic acknowledgments affine also ambiguity angles application applications available beckman belhumeur berger binocular biological board cambridge campus carmo cartan champaign chicago cliffs compatible complex computations computer concept conference contour curves cvpr cybernetics differential does doorn drettakis durand eccv englewood euclidean even evolution faugeras field fixating forsyth foundation frame framework funded geometric geometry grants graphics hall hartley http hull hulls iccv ieee illinois image images internal international invariance invariants koenderink kriegman lane laurentini laveau lazebnik lecture luong method methods model moving multiple mundy national ninth notes occluding oriented pami papadopoulo partially perception perhaps planes ponce prentice press proc proceedings projective puech reconstructions references relief report representation research respect romeny salden science shape shapes silhouettebased solid space spie springer stereo stereopsis stolfi surfaces system technical tell thesis this trans uiuc understanding university unknown urbana vemuri vergence verlag vierverger view visibility vision visual weiss what with yuille zisserman http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010257abs.htm 35 Recognition with Local Features: the Kernel Recipe addition advances advantage affine again algorithm also analyzing appear appearance appearancebased applications approach available background ballard barla based baseline bauckhage believe belongie bishof blanz bouattour bulthof burges cambridge caputo cases categorization chapelle cheng classification classifiers cluttered coil color columbia combine combined community comparing computer concentrate conditions conduct conference confirms connected constraint constraints contour cornell correspondence cristianini crowley cucs cues current cvpr data databases detailed detection detector detectors different directions discussed dorko duda dynamic eccv eigenspaces eklundh estimation evaluation examples expect experiments extend face faces feature features field first framework from fully further future gave geometry global graf greyvalue haffner handling hart histogrambased histograms http human iccv icpr ieee ijcv illumination image include increase increases indexing information input insensitive integrating integration interest international into introduction invariance invariant invariants joachims kernel kernels laptev large learning leibe leonardis library light lindeberg literature lncs local lowe machine machines main malik margin markov matching method methods mikolajczyk model mohr more moreover morphable multi multidimensional multiple murase nayar nene networks neural niemann ninth object objects obtained odone open opens other outperform pattern pedagogical people perception performance plan point points pontil pose position possibility powerful presented press previous proc proceedings processing proposed puchiza pure random range real receptive recognition recognizing references regardless representation representations results retrieval robust roobaert scale scales scalespace scenarios scenes schaffalitzky schiele schmid scholk selection semi several shape shapes siggraph significant sons space springer statistical stereo stork such suitable support svmlight svms swain synthesis systems tasks taylor texture that theory these this three time tion tpami trans transformations trick types under underlying useful using vapnik varying vector verri versus vetter view viewpoint vision wallraven well which wide wildenauer wiley will with without work workshop world yield zhang zillich zissermann http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010456abs.htm 60 Mean Shift Based Clustering in High Dimensions: A Texture Classification Example acknowledged acknowledgments algorithm algorithms also anal analysis appearance applications approach approximate approximation attention automat bandwidth bank banks based bases berg better bidirectional bogdan caip calling canada captured center chapman classification classified classifying clustering code college comaniciu compact complete computational computationally computer computing conclusion conf conference constructing content copenhagen corporation cula curse dana darrell data decrease dementhon denmark density detection development dimensional dimensionality dimensions distributions done door downloaded driven duda during edition efficient employing estimation european exploiting fast feature figure filter foundation foundations france frequency from functions geometric geometry gionis grant gratefully haley hall hart hashing have hawaii hierarchical high http iccv ieee image images implememtation implementation including indyk intell international intl introduced invariant july kauai kreveld kushilevitz large learning leung local locality machine madison maintaining makes malik manjunath matei materials mean meer method methods metric mode model models modes motwani national nayar nearest nearestneighbor necessary neighbor neighbors nene nice ninth obtained opens ostrovsky overmars pages parameter park pattern percentage pixels polynomial pose possible princeton proc procedure proceedings process processing quality rabani ramesh recognition recognizing references removing representation representing results retrieval riul robust rotation running rutgers sabbatical sarnoff scale scheme schemes schmid schwartzkopf science search second segmentation selection sensitive shakhnarovich shift significant silverman similarity simple source space spaces spatio springer statistical statistics stork structure sublinear support symp techniques temporal texton textons texture thank that theory this three time toward towards trans under university using vancouver variable varma very video viola vision visual volume while wiley wisconsin with work workshop zisserman http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010487abs.htm 64 An Efficient Image Similarity Measure Based on Approximations of KL-Divergence Between Two Gaussian Mixtures accurate achieves aerosense aerospace application approximate approximating approximation assignment automatica based belongie best between blobworld buhmann carlo carson case check close closer color combine compared complexity component components compute computer concepts conducted conference continuous control cover data database defence demonstrated dept direction dissimilairty distributions divergence dover each efficient elements empirical engineering enough evaluation expectation experiments extension faster filter florida formulae framework future gaussian general goldberger greenspan ground hungarian iccv ieee image information international into john journal julier kalman kuhn kullback large less linear logistics major malik mance match matched matching maximization measure method methods mogs monte naval ninth nonlinear order other otherwise oxford pami probabilistic probability problem proc proceedings publications puzicha quantitative quarterly querying references report research results retrieval riddel rubner sample scaled scheme science segmentation sensing separately series significantly simulation single sons statistics step stiles symposium systems tasks technical telecommunications texture than that theory these this thomas tomasi towards transactions transformation transfromations truth uhlmann understanding university unscented using utilize vasconcelos very vision were whether wiley wyszecki york http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010178abs.htm 24 Variable Bandwidth QMDPE and Its Application in Robust Optical Flow Estimation Hanzi Wang and David Suter, Senior Member, IEEE about accuracy accurate acknowledgement adaptive adjacent affine algorithm also amer analysis anandan applications applied approach around artificial assoc australia authors automation bandwidth barcelona barron based beauchemin because berlin better between bimbo black block bmvc both british changes chapman chen cloud code comaniciu comp comparative component computation computer conclusions conf conference constant containing control corrected coughlan council data deformations degree dense density depth derivatives detection determination determining developed difficult discontinuities discontinuous diverging driven each eccv efficient eighth employing error errors estimates estimating estimation estimator europ even excluded expect farneback fast feature fennema field fields figure first fitting fleet flow found fourth frame framework francisco from fukunaga function germany giachetti gradient grant graphics gross hadiashar hall haralick have heyden hierarchical high higher horn hostetler huber icarcv iccv ieee ijcv image images improved improvement includes info information intelligence interaction interlaced internation international iterations jepson john jones journal kernel krzyzak large least leroy less linear literature lncs local london machine many mdpe mean measurement median meer memin method methods miller minpran model models modified mostly motion motions moving multi multiple muse nagel nesi ninth noninterlaced nonparametric note novel number numbers objectbased objects obtained optic optical optimization order orientation original other otte outlier outliers outperform over parametric park part patches pattern perez performance personal phase piecewise pixel positions proc proceedings processing proposed psubset published qmdpe ramesh range real recently recognition recomputed reconstruction recursive referenced references reflects region regression reliable reported represent research resolution results robotics robust rousseeuw running scale scenes schunck second segmentation segmented selection sequence sequences seventh several sharp shift show silverman simultaneous singapore singh situation small smaller smooth smoothing snapshot society sons space spain spamm spann spatiotemporal speed springer squares stage stat statistics step stewart submitted substantial suggestions supported surface suter szeliski table takes technique techniques tensors than thank that theory third this thompson those three through thus torre towards traditional trans tree true tzvi unbiased under understanding unthresholded uras using valuable variable vbqmdpe velocity vemuri verlag version very vision wand wang were when wiley window with within without work worse wrongly wtls york yosemite http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010610abs.htm 81 Fast Stereo Matching Using Reliability-Based Dynamic Programming and Consistency Constraints Minglun Gong and Yee-Hong Yang Dept. of Computing Science, Univ. of Alberta, Edmonton, AB, Canada {minglun,yang}@cs.ualberta.ca accepted acknowledge acknowledgements addition adjusting alberta algorithm algorithms also alternate another appear applications applied approach approaches approximate areas automatically available based baseline basically best between bobick both camera center chai check choose compared comparison component computation computationally computer computing conclusion conference confirmed consequently consistency constraint constraints contain contribution cooperative correspondence cost cuts cvpr dataset defined dense department details detect detectable detection difference different discontinuity disparity distinct distinctiveness does done eccv effects efficient enough error especially evaluation even exactly experimental explicitly extending feasible features figure financial finding fine first foreground form formulating frame from future general generate generates genetic gives gong gradually graph ground half handling have higher however iccv iciap icpr ieee ijcv image images implementation implementations improvements increase instead international intille introduce investigated iterative kanade kang killam kolmogorov large largest less like lower manduchi maps mask match matches matching measure measured minimal mismatch mismatches models most much multi multiple neighboring ninth noisy nserc objects occluded occlusion occlusions ohta okutomi only overhead pairs pami paper parallel part path percentage pixels platform preserved proc proceedings process produces promising proposed rate ratio realtime reconstruction references region regions reliability relying remove reported research result resulting results running same sara satoh scene scharstein science seems show shown shows signal since slightly smaller smoothness some sooner source space stereo strong supports systematic szeliski table taxonomy techniques textureless than that their then there they thin this those though time tomasi tonoise trust truth ultrasparc unambiguous under university until used using view visibility vision weak weight when which while will windows with within work would yang zabih zitnick http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010687abs.htm 91 Face Sketch Synthesis and Recognition Xiaoou Tang and Xiaogang Wang Department of Information Engineering The Chinese University of Hong Kong Shatin, Hong Kong {xtang, xgwang1}@ie.cuhk.edu.hk according acknowledgment active addition administrative algorithm allow allowed also analysis appearance application applied approach artifical automatic available bayesian because being beings better between both briefly bunch candidate caricaturing case cases changes chellappa classes classifier closer cognitive comparing computer computerized conclusion conditions conference controlled conventional cootes council criminal cuhk cvpr cybernetics database described design develop difference different difficult dimensionality distinguishing distortion drawing drawings edwards effectively eigenfaces eigentransformation elastic encouraging enforcement entertainment error example experiment experimental expression extremely face faces facial fact familiar famous fellous figure figures finally first focuses framework from front frontal fujiwara fully further future gesture given global good grants graph gray greatly have help hong human iccv icip ieee illumination image images important industries intelligence international jebara july june just kansei konen kong koshimizu kruger large level life like line linear literature lobo look looks lower machine magazine make malsburg manchester match matching memorize memory methods modalities modality model models moghaddam more much murakami networks neural neuroscience newspaper ninth object often only outperforms overcoming pami paper pattern penev pentland people perfect perform performance performed phantomas phillips photo photos picasso poggio police precisely proceedings processing project public rank real recognition recognizing reduces reference references region regular relatives rely report research results robust same scenario search searching second select selected separate shows significantly similar similarity simulates since single sirohey sirovich sketch sketches some space special statistical strangers study such supported survey suspect synthesis synthesized system systems taken tang taylor technical test than that their then they this though through tominaga trans transformation turk under university using usually very vetter view vision wang when where while widely wilson wiskott with without witness work zhao http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010695abs.htm 92 Dynamic Stroke Information Analysis for Video-Based Handwritten Chinese Character Recognition Feng Lin and Xiaoou Tang Department of Information Engineering The Chinese University of Hong Kong Shatin, Hong Kong {flin0,xtang}@ie.cuhk.edu.hk about accuracy accurately acknowledgments acoustics adaptation administrative analysis approach arica attributed based camera cham chang character characters chinese comparable comprehensive computer conclusion conf conference connell correctly corresponding council crux cuhk cursive cybern data described dynamic effective efficiently experiment extract extracted extraction focused frames from fully govindaraju grants graph handwriting handwritten holistic hong iccv identification ieee image information international jain kong large line madhvanath matching method munich ninth novel online optical original overview pami paper paradigms part pattern performance perona plamondon present proc proceedings process processing project proposed reached recognition recover references region relational research results retrieve robustly role scheme shows signal signature some special speech srihari state stroke strokes suen supported survey syst system tang tappert that this through tracking trans using video vision visual vural wakahara were which word work writer yarman yung http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010116abs.htm 15 Variational Frameworks for DT-MRI Estimation, Regularization and Visualization David Tschumperle´ Rachid Deriche adapted added adding after ajnr alexander algorithms allowing allows also alternative alvarez analysis anatomique anatomy anisotropic anisotropy antipolis appear application applications approach april arridge artifacts assisted aubert august authors avoiding background barlaud based basis basser becker been before bihan biology biomedical biophysica blanc blanche bloch both brain bres brox bundles cabral callosum cambridge campbell canada carolina case caselles cations caused charbonnier chefd chemical chen classical clear clearly clouard coherence coherent collaborations color colour common complete computation compute computed computer computing conclusion conf conference conferenceon confusing connectivite constrained constraint constraints constructing control convolution corpus corresponding corrupted coulon coupled create data december definiteness denoised department dependent deriche despite detail detection deterministic different differential diffusion diffusions diffusiontensor diffusivity direct direction directions display displayed dtmri dual during easily eccv echo echoes ecole edge editor effect effective eigenvalue eigenvalues elds elecommuni ellipsoids embedded encountered enhancing equations erebr estimation etection everett explainedin faisceaux faugeras features february feraud fiber fibers field fields figure finally fine flat florida flow flows formulations fractional framework from frouin functions gaussian general generate generated generation geometric gradient graphics half harmonic have hawaii high hotel iccv ieee illustrate illustrated image images imaging important information inspired instance integral intelligence international intervention introduced isospectral issues iter jmiv john jolesz journal july june kauai khiddir kikinis kikkinis kimmel large least lebihan left level like line lions list lncs machine madison magazine magnetic maier malik malladi mamata mangin manifolds mapping maps march mareci marriott master mathematical mathematics matrices matrix matrixvalued matter mattiello mcgraw measurements measures medical medicine method methods miccai minimal more morel movies much multiple multivalued nabavi national nationale networks neuronal neuroradiology nice ninth noise noisy noncolinear nonlinear nonnegative north note numerical obtained october only orientation original orthonormal ourpde pachot pages pajevic paper parametric part partial pattern perona physics pike poline positive positivity post poupon pour prescribed presence presented preservation press preusser previous prior problems proceedings processes processing proposed proposes quadratic real recognition reconstruction references region regis regularity regularization regularized regularizer regularizing report representation resolution resonance respect respecting result results retrieve right robust rumpf saarlandes same sapiro scale scales scan scheme schemes science section selective self september sets shenton showed shows siam siddiqi signal simulation simultaneous since smoothing sochen society solution sons sophia space spatial specific spectral spectroscopy speeding spin springer square state states statistical stejskal stuttgart subset substance superieure surfaces swelling symmetric symposium synthetic tang tanner technical technique tensor tensors teubner texture thank thanks that theory these thesis this three time tools tracked tracking tract transactions true tschumperle united universitat universite university usefull using valued vancouver variational vector vemuri verlag viding visible vision visualization visualize vlsm volume volumetric wang weickert well westin whereas white wiley wisconsin with workshop would xviith young http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010408abs.htm 54 Shape Gradients for Histogram Segmentation using Active Contours accurate active adapted addison advances algorithms allowed analysis appear application applied applying approach archive ations attention aubert ayache balloons bardinet barlaud based bayes been berlin besson bimodal boulet boundary calculus canada caselles catte cetin chakraborty chan chen chesnaud class classification cohen coll color comaniciu communication competition comput computational computer conference conformal considering contour contours control current curvature curvaturedependent curve darcourt deal debreuve defines deformable delfour deriche derivation derive design devoted dibos diego different distance dream driven duda duncan during easily edges egier eulerian evolution experimental faugeras features field figure final finding fisher flows formulation frame from fronts functionals functions gastaud gated geodesic geometric geometries given gomes gradient gradients graphics growing hamilton haralick hart have head hilton histogram histograms iccv ieee image imagery images imaging indeed information initial integrating intelligence interesting international introduction jacobi japan jehan john journal kass kimmel kischenassamy kobe kumar large level local machine math mathematics mathematik mean mechanics medical meer method methods minima minimization model models multiband myocardial ninth noise nonparametric numerische object objects olver optimization orlando osher paper paradigm paragios part partition pattern phase physical physics potentials previous problem problems proceedings processing propagating ramesh rational real recognition reconciling reconstruction references refr region regionbased regions representation results rigid robot rochester ronfard sapiro scene segmentation sensitivity sequence sethian sets shape shapes shapiro shift show siam snake snakes sokolowski some sons space spect speed spie springer staib statistical strategies supervised surface tannenbaum technique terzopoulos texture that theory time tools tracking transactions transitions trimodal trust tsai turned understanding unifying using vancouver vari velocity verlag vese video vision visual volume wesley wiley willsky with without witkin wmvc yezzi yuille zolesio http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010090abs.htm 11 Active Concept Learning for Image Retrieval in Dynamic Databases Anlei Dong and Bir Bhanu Center for Research in Intelligent Systems University of California, Riverside, California 92521, USA {bhanu, adong}@cris.ucr.edu achieved acknowledgements active afips algorithm analysis annals another applications approach april artifical august based bayesian bhanu chang circuits classification clustering computer concept conclusions conference content cutler cviu cvpr database databases date different dimension directed discriminating distributions documents dong dynamic efficient engineering estimating except experience experiences experimental experiments exploitation exploration exploring feature features feedback figueiredo figure finite from fuzzy hathaway help huang iccv icme icpr ieee image images implementation improve improved improving increased information intelligence interactive international interpretation iterative jain john journal july labeled last learning letters long machine makes manner march matt mccallum mclachlan mehrotra minka mitchell mixture model models nigam ninth only optimization ortega outside pami papathoma paper peel peng performance pichunter power precision presented probabilistic probability proc proceedings processing proposed psychophysical qing query ratios references relevance research results retrieval rocchio royal running salton same schwarz search selection self semi semisupervised sept show shows sons statistical statistics still sunset supervised supported system systems techniques technology term text that theory there thesis this thrun time tool topic towards trans transplantation unexplored unlabeled unsupervised user using validating vasconcelos video vision visual when which whindham wiley with yianilos yields http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010150abs.htm 20 Calibration of a Hybrid Camera Network Xilin Chen Jie Yang Alex Waibel School of Computer Science Carnegie Mellon University, 5000 Forbes Ave, Pittsburgh, PA 15213, USA {xlchen, yang+, ahw}@cs.cmu.edu abdel accurate acknowledgements algorithms america analysis artificial august award aziz between boyer brassart brown calibrated calibrates calibrating calibration cambridge camera cameras catadioptric cauchois close comparator computer conclusions conference consists controlled coordinates currently daniilidis defense delahoche delhommelle demonstrated department developing direct efficient engineering errors establishes estimate experiments faig faugeras feasibility figure first formulation from geometry geyer hartley have hybrid iccv ieee image images intelligence intelligent international into introduced kang karara known koes linear machine mathematical method mishler mixing multiple nayar network ninth number object omnidirectional onmidirectional para parallelepipeds parameters part pattern perceiving perspective photogrammetric photogrammetry points pose practical precise press problem procedure proceedings proposed range real recognition reconstruction references relationship remote research robots scenes second selected self sensing sensor shown singh single sobel some space spatial states step steps stereo strelow sturm support surveillance syclop symposium system systems technique that then third this three through toscani transactions transformation triggs tsai under united university using view virtual vision visual wilczkowiak with workshop zisserman http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010026abs.htm 3 Computing Geodesics and Minimal Surfaces via Graph Cuts acknowledgments active algorithms analysis antipolis approach approximate better blaschke boundary boykov carmo caselles chefdhotel christophe cohen combinatorial comparison computer conference contour contours contributed cook cornell corp cunningham curves cuts differential dimensional einzelschriften emmcvpr energy experimental fast find flow france funka gareth geodesic geometry global graph hall hamburger helped iccv ieee image images insights integralgeometrie intelligence interactive international john jolly journal july kimmel kolmogorov labs level like lncs machine math methematik methods michigan minimal minimization minimum minut models nikos ninth november number numerische objects olga optimal optimization pages paragios path pattern prentice present proceedings pulleyblank ramin reaserch recognition references region research restoration results sapiro sbert schrijver segmentation september sharing siemens silviu sons sophia springer state surfaces thank their three transactions uber veksler verlag vision volume vorlesungen ways wiley work workshop would zabih http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010464abs.htm 61 Improved Fast Gauss Transform and Efficient Kernel Density Estimation Changjiang Yang, Ramani Duraiswami, Nail A. Gumerov and Larry Davis Perceptual Interfaces and Reality Laboratory University of Maryland, College Park, MD 20742, USA {yangcj,ramani,gumerov,lsd}@umiacs.umd.edu acknowledged acknowledgments algorithm algorithms anal analysis appl approach approximation awards barcelona based baxter bern best beyond borovikov boston bound branch cacoullos cambridge center chapter cheng choice clustering college comaniciu comm company complexity comput computer computing conf conference cuts data davis dementhon density devroye dimensions duraiswami edition editor eppstein error estimate estimates estimation evaluation fast feature fourier function gauss generalized geometric gratefully greengard gumerov hard heat heuristic hochbaum huber iccv ieee image inst intell international jeon journal kernel kernels landgrebe learning mach machell machines malik maryland math mathematics mean meer methods mode multilevel multipole multivariate newton ninth nonparametric normalized operations optimal optimization pages parameters park particle parzen pattern phys possible postaire potentials press probability problem problems proc procedures proceedings processing publishing pure quasi references regularization remarks report research results robust rokhlin rosenblatt roussos scales schlkopf scientific seeking segmentation shift shmoys siam silverman simulations smola some space spain stat statist statistical strain structures support technical toward trans transform umiacs under university using variable vasseur vector vision with yang http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010370abs.htm 49 Applying the Information Bottleneck Principle to Unsupervised Clustering of Discrete and Continuous Image Representations abdel ability accounted additional addressed advances advantage agglomerative algorithm algorithms allerton also analysing analysis analytical annual application approximation artifacts august ballard barnard belongie between beyond bialek blobworld bottleneck bouman browsing calculation carlo carson case chen classification cluster clustering clusters codes color communication compact complexity computer computing conference continuous control cover created creation current cvpr dagm dalton dashed database databases december dedicated define demonstrated deruyter desirable development different distance document dotted duda duygulu effort elements entails environment estimation evaluating exist expectation experiments expo fast feasible feature features figure finding forsyth framework friedman friendly further future galaxy gaussians gmms goldberger gordon greedy greenspan hart hawaii hierarchical histogram iccv ieee illumination image important improved including increasing indexing indicate influence information intelligence international investigated irregularities issues john jose journal krishnamachari lahav large line lippman machine making malik many march matching maximization meaningful means method models monte more mottaleb multimedia need neural ninth nips noise novel number objective optimization other pages parameter parameters pattern pereira precision probabilistic probability problematic proc procedure proceedings processing quality querying recall recognition reduced references related relaxation representation representations required research results retrieval ridel samples sampling schneidman search segmentation sequential several should sigir simpler slonim solid solution somerville spectra spie steveninck still storage stork strong structure such swain systems texture that theoretic theory there this thomas tishby tools transactions tree understanding unsupervised used user using variations vasconcelos video vision wiley with work york http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010502abs.htm 66 A Segmentation Algorithm for Contrast-Enhanced Images Junhwan Kim Ramin Zabih Computer Science Department Cornell University Abstract acquisition adelson algorithms analysis anandan approximate april ayer bassett birchfield black bobick bouguet bouthemy boykov breast brian chuck coherence cois color colored comparison computer conference cromwell curless cuts cyclic data davis debruhl desk doretto duchamp dyer dynamic edouard edward emmcvpr encoding energy enhanced estimating estimation experimental farria fast fields flow framework fran from gorczyca graph harpreet human iccv ieee image images imaging incorporating intelligence international invariant jean john journal kolmogorov labys layered layers lecture lesions light linda lucas machine magnetic march maximumlikelihood minimization mixture models motion motions movement moving multi multifeature multiple multiway ninth notes november number objects olga pages parametric pass patrick pattern perona photography piecewise pietro proc proceedings processing programming qualitative quesada rached ramin rapid recognition recovery references repre representing resonance robust sage saisan sawhney sayre scene scenes science segmentation seitz sentation september sequence serge series shape shapiro sinha slanted smooth soatto spacetime spatial springer stereo steven structured stuetzle surfaces symposium templates temporal terraza tests texture time tomasi transactions transmission understanding unified univariate using veksler verlag video view vision visualization vladimir volume wang weiss werner with yair your yuri yves zabih zhang http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010234abs.htm 32 Edit Distance From Graph Spectra algebraic algorithm american analysis applications approach associating atkins attributed august based bayesian between binary bolyai boyer brady british bunke capable change chung clustering codes common computer computing conference connection consecutive correcting correction correspondence currey cybernetics decomposition deletions dickinson dijkstra distance dokl edit editing edition editors eigen eigenvalues eigenvectors encoding eshera european factorisation feature featurebased features finding fisher graph graphs hahn hancock haralick hendrickson higgins horaud iccv ieee image images indexing insertions intelligence international iterative journal june kelly laplace largest letters levenshtein london longuet lovasz machine matching math mathematical matrix maximum measure measures methods modal models mohar myers nato ninth normalized note number numerische object ones oommen organization pages pairwise pami pattern phys polyhedral problem problems proceedings proximately quantitative random recognition references relation relational reversals revisited robles roman royal sabidussi sanfeliu sarkar scene scott second september seriation series shapiro shasha shokoufandeh siam siddiqi singular society some sossa spectral springer string structural structure studies subgraph substructures survey symmetry systems theory topological trans transactions trees umeyama understanding using value varga vision wagner walks wang weighted wilson with zhang zucker http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010034abs.htm 4 See www.research.microsoft.com/jojic/epitome.htm for videos, comparisons and applications. academic accepted adelson advances algorithms american analysis applications approach blake comaniciu comparison complex computer conf conference cuts cvpr details efros epitome feature fields flexible freeman frey ghahramani graphical html iccv ieee image images including inference international introduction jaakkola jojic jordan kinderman kluwer layers learning level malik markov mathematical mean meer methods metric microsoft models more moving ninth normalized norwell pami pasztor popular probabilistic probability proc proceedings processing provide providence publishers quilting random references representing research robust saul segmentation shift siggraph snell society space sprites synthesis techniques texture their toward toyama tracking trans transfer variational video vision wang with http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010213abs.htm 29 Modeling Textured Motion : Particle, Wave and Sketch Yizhou Wang and Song-Chun Zhu Computer Science Department & Department of Statistics University of California, Los Angeles Los Angeles, CA 90095 wangyz@cs.ucla.edu sczhu@stat.ucla.edu algorithm american analysis animation aperture approximation basis bores breakers cartoon coding comp computation computer conf conference cvpr data dept dictionary doretto dynamic eccv elsevier employed essa estimation eurographics fast field fitzgibbon flames fleet freeman generative goal graph http iccv icpr ieee image incomplete information international jepson joseph july langer learning levoy lischinski mallat mann marr matching mcgill mcmc method mixing modeling motion movie neural ninth norway nowhere olshausen optical oslo overcomplete pami particle perry phase picard preprint problem problems proc proceedings processing pursuit quantization recognition references registration research ridigity saisan salesin schodl senes sensory sept siggraph sigmal simulation sketch snow soatto sparse spreading stability stat static statistical statistics stochastic strategy synthesis synthesizing szeliski szummer temporal textons texture textured textures their timefrequency trans treestructured tricker ucla univ using vector video vision wakes wang wangyz wave waves werman what with workshop wyzphdresearch yaniv york zhang http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010424abs.htm 56 Integrated Edge and Junction Detection with the Boundary Tensor Ullrich Kothe¨ University of Hamburg, Cognitive Systems Lab koethe@informatik.uni-hamburg.de above adelson alvey always analysis angled applied approach approximately aspects attneave because behavior beymer boundary calculus canny cases choice classification coherence combined computational computer conference corner corners could cover degrees deriche design desired detection detector detectors difficult diffusion direct does driving edge elsevier energy enhancing equations exactly exceed exhibit felsberg filtering filters finding finite first florack framework freeman frequency fulfill gaussian giraudon good gradient granlund graphics grid grouping haar harris hawaii higher hill hoffman holt iccv ieee image imaging implied improved including informational intelligence international intl into junction junctions kanisza kluwer knutsson koenderink kovalevsky lahaina local localization longer machine match mathematical maui mcgraw means medioni missed model monogenic multiscale mundy nguyen ninth obtain obtusely optimal order orders organization paradigm pattern perception practice precisely proc proceedings processing properties psychl quality recognition references response rinehart rohr romeny rothwell same sampling scale second segmentation signal some sommer space steerable steering step stevens structure symmetry symposium tang tensor that this thus time topology trans trivial type unimodal using vertex viergever vision visual weickert winston http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010394abs.htm 52 A Model-Based Approach for Automated Feature Extraction in Fundus Images abnormality acceptable active airlie akita algorithms amsterdam analysis analyzing annual application approach archive artificial assessment associated atlas attributed automated automatic automatically available based beaulieu become biology blood boundary boyce brady british cardiac carried chalana chutatape classification clinical clustering cognitive color colour combined computer computing conclusion conference contour contours cook cooper coordinate cootes copenhagen correction correspondingly could data decomposition detect detection development diabetic digital disk dissemination donnison dynamic echocardiographic edge effective eigenfaces electronic elliott employed engineering established estimation etdrs examples experimental extension extract extraction exudate exudates fast feature features figure forrester fovea from fundus further fuzzy gagnon gardner generalization glaucoma grading graefe graham growing hausdorff haynor heneghan hill house hybrid iccv identification identifying ieee image images imaging improved information integrating international interval irish journal keating kochner krishnan kuga lalonde larger larsen lesions liesenfeld linker localization locate location machine make mass matching measurement mechanized medical medicine mendels mertz method methods model modelbased models modified monitor more morris multiple munksgaard network neural neuroretinal neuroscience ninth northholland number obermaier ocular okamoto ophthalmology optic paper pattern pentland phillips photograph photographs photometric proceedings processing proposed purposes pyramidal quantification rates recognition references region reliable report respectively retinal retinopathy retrieval robust robustly satisfactory schuhmann screening sensitivity sequences shape sharp should sinthanayothin situation society source specificity stereo stereoscopic storage success symposium system systems tamura taylor technique template tests their them thiran this tomlinson tool tracking training transactions turk ultimately understanding using utilization vector vessels vision wang ward wegner were when williamson with yanashima zahlmann zerocrossing http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010448abs.htm 59 On the Use of Marginal Statistics of Subband Images Joshua Gluckman Dept. of Computer Science Polytechnic University Brooklyn, NY 11201 jgluckma@poly.edu aboulnasr acad achieving addison adelson advances analysis analyzers angle appearance applications applied approach based bergen biological bonet caelli carlo cars chain chubb classifying coefficients complex comptuer computational computer conference constructing consumer content correspondence cortex cross crowley cybernetics dana detection dimensional discrimination distribution edition efficient electronics elfar ensembles entropy european exploring faces field fields filter filters frame frequencies gabor gaussian grosof grossberg hadjidemetriou heeger histogram histograms iccv ieee illumination imag image images independence indexing information intelligence international introductory jain joint journal julesz kanade landy laplacian leung machine malik mandal markov materials maximum method meyer model modeling models moments monte multi multidimensional multiresolution mumford natl natural nayar neural ninth object organization orthogonal parametric part pattern perception perceptual portilla preserving press primate probability proc proceedings processing pyramid random real receptive recognition recognizing references regan representing retrieval scale schiele schmid schneiderman siggraph sigma silverman simoncelli spatial spatialfrequency statistical statistics striate study synthesis textons texture textures theories theory three towards transactions transformations underlying unified using valois varma viewpoint viola vision visions visual wavelet wavelets wesley without zisserman http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010576abs.htm 76 Dealing with Textureless Regions and Specular Highlights--A Progressive Space Carving Scheme Using a Novel Photo-consistency Measure Ruigang Yang , Marc Pollefeys, and Greg Welch agrawal algorithm analysis approach approximate arbitrary based belhumeur beyond bhat bhotika binocular bonet brdfs broadhurst burt caching cacm calculations camera capture carceroni carolina carving center chapel chapter chhabra cipolla color coloring computer computing conference constrained continuity correction correspondance culbertson cuts cvpr davis depart dependent depth diffusespecular disparity drummond dyer eccv editor editors emptiness estimating european experiment explore fast faugeras figure fleet forsyth foundations framework frisby from fusion gaze generalized generated georgia giralt gradient graph hall hill iccv ieee ijcv illumination image images improved institute international journal julesz june kang kluwer kolmogorov kriegman kutulakos lambert lecture left lighting lights limit lipschitz lncs magda make malzbender master matching materials mathematics mayhew measure methods modern more motionshape moving multi multibaseline multiframe multiple nayar ninth nonlinearly normals north notes numerical objects occupancy optimization page pages parameters pattern phong photographs photorealistic physicallybased pictures pixel pollard polytechnic ponce porrill possibility possible powell poxels prentice presence press probabilistic proceedings processing progressive recognition reconstructing reconstruction reconstucting recovery references reflectance reflection reflections rendering report research right rigid robotics sampling scene schafer scheme science seitz separation sequences shan shape shum signal slabaugh smile soatto space specular springer springerverlag stereo stereovision streams structure such surface surfaces surfel survey symposium synthesis technical technology teleconferencing theory thesis third tong ucla understanding university using variance variational verlag video view views viola vision volume volumetric voxel voxelized with worcester yang yezzi zabih zhang zickler http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010191abs.htm 26 Gaze Manipulation for One-to-one Teleconferencing A. Criminisi, J. Shotton, A. Blake, P.H.S. Torr Microsoft Research Ltd, Cambridge, UK algorithm algorithms analysis approach awareness belief camera chen computer conf conference conferencing copenhagen correction correspondence cuts denmark dense dynamic europ evaluation face flow formulation frame from gaze gemmell graph hingorani iccv ieee image intelligence inter international interpolation intra kanade kang kolmogorov lewis likelihood line machine matching maximum multi multimedia ninth novel ohta pages patent pattern problem proc proceedings programming propagation reconstruction references scan scene scharstein search seitz shum siggraph single software stereo stereovision synthesis system szeliski taxonomy tele toyama trans understanding using vetter video videoconference view views virtual vision volume williams with yang zabih zhang zheng zitnick http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010353abs.htm 47 A Sparse Probabilistic Learning Algorithm for Real-Time Tracking academic active advances appearance application applications applied articulated attitude avidan bartlett based beyond black blake boosted burges cambridge cascade classifiers comparisons computationally computer conf conference contour contours cristianini data deformable detection discovery editor editors efficient eigentracking engineering estimation european face features filtering first fleet freund from function gaussian gelb girosi graphical hallinan hands hawaii iccv ieee inference information input integration international introduction isard jepson john jones jordan kalman kass kernel kluwer knowledge kwok large learning leen likelihood line linear lips lowe machine machines maraghi margin matching methods mining model models moderating motion muller networks neural neurocolt ninth object objects optimal osuna other outputs pages pattern platt position prediction press probabilistic probability proc proceedings processes processing random rapid recognition references regression regularized relevance report representation robust romdhani scholk schuurmans search september shape shawe siggraph simple smola snakes solla sons springer support symposium systems taylor technical templates terzopoulos theory through tipping torr tracking training transactions tutorial university using vector video view viola vision visual volume wiener wiley williams with witkin yuille http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010479abs.htm 63 On Exploiting Occlusions in Multiple-view Geometry Paolo Favaro Alessandro Duci Yi Ma Stefano Soatto Dept. of Electrical Eng., Washington University, St. Louis, MO 63130, e-mail:fava@ee.wustl.edu accv affine along alvey among analysis analyzed applications approach avidan based binocularly black blaszka cambridge camera carry causally characterizing classification combined computer condition conditions conference constraint constraints context corner correspondences corresponding cvpr david deficiency deficient defined deriche derived detect detection differentiate discontinuities dynamical eccv edge editor efficient estimate estimation european factorization farid faugeras features filter filtering filters finally fleet flow fossum frame framework from geiger generalized geodesy geometry harris hartley huang huber hummel iccv ieee image images information intelligence international intl irani journal junction junctions kalman kanade kernels koch kosecka line lines local luong machine malik matrix matthews method michael mixed model models monocular motion moving multi multiple ninth observation occlusion optical ordinary orientation orthography other outliers pages papadopoulo parida pattern perona pietro point presence press probabilistic proc proceedings proposed quan rachid rank reconstruction recovering recursively references relative reliably report robust scalable scene scenes scheme sequence shape shashua showed simoncelli statistics steerable stephen streams structure subspace technical them they thierry tomasi tracking trajectory trans transactions triangulation trivial under used using view viewed views vision volume wedge wiley with yang york zisserman http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010663abs.htm 88 Learning Pedestrian Models for Silhouette Refinement aanalysis activity analysis average based baseline baumberg bobick bowyer buehler challenge chellappa classification comparison computer concrete conference continuous correct cuntoor cvpr davie davis detection different dist eccv face figure flexible from gait gavrila gesture gortler graphics grass grimson grother haritaoglu harwood hidden hmms hogg hulls human humans iccv identification ieee image international johnson kale kruger learning markov matusik mcmillan model models moving ninth oren osuna over pages papageorgio parameters pedestrian percent phillips poggio probabilistic probes problem proc proceedings rabiner rajagopalan ranking raskar rate recognition references results robledo sarkar sequences siggraph silhouettes sinha specific speech static templates tutorial using vehicle video vision visual wavelet what when where zhou http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010554abs.htm 73 Nonmetric Lens Distortion Calibration: Closed-form Solutions, Robust able accuracy active advantage ahmed akaike algorithm almost also angle another applications approach arbter arti asian aspects australia automatic automation based better bias both brown calibration camera cation choose cial cients close closed coding coef cohen computation computer conclusions conference considerably control correction cvpr data deriche detection devernay diego different differential discard distortion elsevier engineering enter environments epipolar estimation evaluation existing eyes farag fast faugeras following form forms found from fully general geometric geometrical geometry graphical hand have hawaii herniou hirzinger iccv identi ieee image images inference information initial intelligence international investigated involvement john journal july kanatani latter lens lenses line linear look luong made major manner matching mclean melbourne method methods metric might model models more moreover nayar need ning ninth nonmetric observation october optimization other outlier outliers over pami paper performed phtogrammetric point polycameras practice prediction preparation prescott presented problem proc proceed proceedings processing proposed radial range recovery references regard regression relationships removal represents researchers results review rissanen robotics robust rousseeuw scenes science seemed selection self serves several solution solutions some sons spie stage statistical structured such swaminathan technique techniques than that theory this through trans transaction uncalibrated universal unknown user vision volume weng whereas wide wiley with zhang http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010400abs.htm 53 Information Theoretic Focal Length Selection for Real­Time Active 3­D Object Tracking J. Denzler, M. Zobel, H. Niemann Chair for Pattern Recognition University of Erlangen­Nuremberg 91058 Erlangen, Germany email: {denzler,zobel,niemann}@informatik.uni-erlangen.de academic active affine analysis appearance applications approach arbel association august automation based belhumeur berlin blake bmva bombay borotschnig boston british brown calibration camera cameras carlo center computer computing condensation conditional conference cover criterion crowley data density denzler department diego doucet editors efficient elements entropy estimation fayman ferrie filters fortmann freitas geometry gordon greece hager handled hayman highaccuracy iccv ieee illumination image india information institute intelligence intelligent international isard israel john journal kerkyra lenses machine makes maps methods metrology models monte murray navigation necessary ninth object optimize pages paletta parametric particle pattern pinz planning practice prantl press proceedings propagation rbcv recognition references region reid report rivlin robotics schiele science search selection sensor sequential series sets seventh shalom shelf sixth sons springer state sudarsky systems technical technion technique technology telecommunications theoretic theory thesis this thomas through toronto tracking transactions transfer transinformation tsai university using versatile viewpoint vision visual while wiley wilkes with york zoom zooming http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010228abs.htm 31 ACylindrical SurfaceModelto RectifytheBoundDocument Image Huaigu Cao, Xiaoqing Ding, Changsong Liu Department of Electronic Engineering, Tsinghua University State Key Laboratory of Intelligent Technology and Systems Beijing, 100084, P. R. China Email: caohg@ocrserv.ee.tsinghua.edu.cn acknowledgments algorithm analysis angle applied approach arbitrarily around article artificial based between books bouju bound brown camera captured chanda china cliffs computer conference cylinder cylindrical degradation department describe deskewing detection digital ding document documents doncescu edition englewood experiment fast faster formed former foundation freely from further general generally generatrixes global graphics hall haralick harder iccv ieee ijdar image images improvement intel intelligence international interpolation introduction investigations july kanungo local lucasfilm making memo mesh method model models modern morphology much national natural niblack ninth norvig object operations parallel pass philips photos plan plane possible prentice problem proc proceedings process processing project proposed quality quillet recognition rectification rectify rectifying references relationship remarkable required restoration results russell scanned science seales seconds seek shape showed skew smythe solution some summary supported surface taken takes tech technical than that then thick this through transformation using usually view vision warped warping will work workshop zhang http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010709abs.htm 94 Boosting Chain Learning for Object Detection achieved achieves adaboost adjusting again ahuja alarm algorithm also although alvira analysis annual application applied approach around arpa aspects august baluja barnhill based been began believe best biowulf boosting bootstrap cambridge canada cancer cars cascade cbcl chain classification classifier close comparison computational computer conclusions conf conference contains copenhagen could curve december decision degraded denmark detection digital dimension discussions dropping efficiency eliminated empirical enhance especially european example expected experiment experimental explained face faces false feature features figure filtering floatboost following foundation framework freund from further gene general generalization generic global gradually greatly guyon harry have here higher historical human iccv ieee image improve incorporating information institute integrated intelligence international into intrinsic january john jones journal july kanade kept knowledge layer learning line linear lsvm machine machines massachusetts memo method minimum model moreover most multi network neural ninth nips novel numbers object only optimization oren original other outperforms pages papageorgiou paper pattern performance phenomena photos poggio point post presented problems proc procedure proceedings processed processing property proposed provide rapid rate rates reach reaches real recall recognition reduction redundancy references report result results reveal rifkin robust robustness roth rowley sample schapire schneiderman sciences seems seen selection serre sets shown shum single snow snowbased sons space specially stable statistical summary sung superiority support svms system systems table technical technology test testing that theoretic theoretical theories theory this time training transactions understanding used using vancouver vapnik various vector very view viola vision well weston which wiley will with works workshop yang york zhang http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010221abs.htm 30 Circular Motion Geometry by Minimal 2 Points in 4 Images Guang JIANG1 , Long QUAN2, and Hung-tat TSUI1 aggarwal algebraic algorithm analysis angles application armstrong association automated automatic axis bolles bookstein calibration cambridge camera cartography chien cipolla circular communication computed computer computing conf conference conic conics consensus construction cross data defence description dinosaur estimation european fast faugeras figure fischler fitting fitzgibbon from geometry graphics hanson hartley horizon http iccv identification ieee image images intelligence international iterative jiang kneebone liebowitz line luong machine mendonc metric model modelling motion multiple natural niem ninth object objects octrees oliensis oxford paradigm pattern perspective photographs planes point ponce pose press proc proceedings processing profiles projective quadtrees quan random recognition reconstruction rectification references refinement robots robust rotation rotational sample sampson sawhney scattered sections self selfcalibration semple sequences shape silhouettes single smile spie splines sturm sullivan szeliski table trajectories trans triangular triplets tsui turn under university using very view views vision with wong workshop zisserman http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010067abs.htm 8 Statistical Background Subtraction for a Mobile Observer Eric Hayman and Jan-Olof Eklundh Computational Vision and Active Perception Laboratory (CVAP) Dept. of Numerical Analysis and Computer Science KTH, SE-100 44 Stockholm, Sweden active adaption adaptive addition adjustments advances aided algorithm algorithms also analysis anandan anticipate appearance application applications applying approach approaches approximating april area around august automatic background bartoli bayesian been before bergen blake block blur bmvc bolles bose boult boundaries brumitt bundle calibration camera cameras candidates cases changes chen chien chua circuits classification classifying coetzee cohen colonnese color coloured communication comparison complete components computer computing conclusions conf conference conferencing convolutions could cviu cvpr dalal data davis december depth despite destabilizing detecting detection developed difference discussed discussion distribution does during early eccv effect efficient error errors estimating estimation estimator eveland events examined example extra faster figure first fitzgibbon flexible flow foreground frame framework frey friedman from further future gave generation geometric geometry global gordon great grimson gutchess hall handling harville harwood have head heads high horaud horprasert huttenlocher iccv ieee illumination illustrate image images implementation inaccurate included incorporating incorporation indeed independent information initialization input international into intractable introduced irani jaenicke jain january joga jojic july kato kitamoto konolige krumm kumar large layers learning letters limited long lyons machinery main maintenance making matching mclauchlan mechanisms merely method meyers might mittal mixed mixel mixture mlesac mobile model modeling modelled models moments monitor mosaicing mosaics motion motions motivated moving much multiple natural neighbourhood neri ninth noise noisy notion novel object obtained operation pages panning panoramas paper pattern permit pixel pixels practice presented previous primarily principles probabilistic proc proceedings processing ramesh rapid rate rather real recognition references registration relative relaxed representations required requirement requires results rittscher robotics robust rowe russell russo same satisfactory scene second section segmentation separable separation sequence sequences sequential shadow shadows signal slight solal some specifically sprites stage stages static stationary statistical stauffer stereo still subtraction surveillance synthesis system systems talone technique techniques termed ternative text than that their there this tilting time torr toyama tracking trajkovic trans uncertainty uncovered unified uniformly using value variances variations variety video visible vision wallflower were wexler where wide will with woodfill work workshop yang zisserman http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010568abs.htm 75 Phenomenological Eigenfunctions for Image Irradiance Peter Nillius Jan-Olof Eklundh Computational Vision & Active Perception Laboratory (CVAP) Department of Numerical Analysis and Computer Science Royal Institute of Technology (KTH), S-100 44 Stockholm, Sweden analysis analytic applications applied arbitrary associated back based basis basri between bidirectional bridging cases chirikjian combination complex computer conditions conference construction converting convex dana debevec defined depending described description details determining dimensional doorn dynamic eigenimages eklundh empirical engineering environment epstein explicit faces factor february follows form frequency from function functions generalized ginneken global graphics hall hallinan hanrahan harmonic harmonics high hill horn human iccv ieee illumination image images intelligence international into investigation irradiance jacobs january johnson koenderink kyatkin lambertian legendre lighting linear machine mcgraw mials modeling models more multivariate nayar negative nillius nine ninth noncommutative normalization november object objects october only optical order pages paper pattern phenomenological photography physics polar polyno positive prentice press proc proceedings radiance ramamoorthi range real recognition references reflectance reflection relationship relevant rendering representation representations result robot rotate rotated rotating rotation same scenes shaded siggraph some space spherical statistical subspaces suffice suitable surface surfaces synthetic terms texture their theoretical these this those traditional trans transactions under using variability varying vision where whether wichern will with workshop world written yuille zero http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010018abs.htm 2 Image Parsing: Unifying Segmentation, Detection, and Recognition Zhuowen Tu, Xiangrong Chen, Alan L. Yuille, Song-Chun Zhu University of California, Los Angeles Los Angeles, CA, 90095 ztu,xrchen,yuille,sczhu @stat.ucla.edu Abstract able access acknowledgments adaboost additive ahuja akpeters algorithm algorithms analysis application applied approach archives artificial asymmetric authors automatic away baluja based belongie biological boosting bottom boundaries broad bytes carlo cars cascade cases chain chow city class classification coarse combined comparison compete competition computer computing conclusions conditional conf conference contentbased contour cooperate create current currently curve data database databases ddmcmc defining dept describe detect detecting detection detector different digit digital dimensional disabled driven drucker each eccv ecological einhuser enable enables evaluating evaluation experiments explaining face faces fast feret figure fine fleuret fowlkes frames framework francisco freeman freund friedman geman generative generic gesture giblin glasses goal gordon grant grenander hallinan hands handwritten hastie heads health helped hinton hsuan huang hughes human iccv icml ieee ijcv image images implement improved include including indoor inference input institute intelligence international intl into introduced jain jones june kanade keenan kettlewell kriegman layer learning learnt leung limitation limitations limited linear localication logistic malik markov marr martin matching measuring method ming mixtures model models moghaddam monte motivated mumford national natural network networks neural news ninth nips object objects occluders outdoor pami paper parameters parking parsing pattern patterns pentland performance perona phillips presence principle probabilistic probabilities proc procedure proceedings processes proposals provides providing puzicha quality rapid rauss read recognition references region regions regression report representation required research results revow robust rowley sato scenes schapire schniederman search segment segmentation segmentations segmented several shaded shading shadows shapes showed sign simard smith soccer specific springer stanford statistical statistics stop street study subspaces such summary supported synthesis system table technical text texture textured thank that theoretic these this three through tibshirani tomatic training trans turn types univ using verlag video view viewpointinvariant viola vision visual visually weber wechsler welling were westwood where which williamst with work workshop yang yuille http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010585abs.htm 77 Outlier Correction in Image Sequences for the Affine Camera D. Q. Huynh R. Hartley A. Heyden¥ School of Comp. Sc. and Software Eng., The University of Western Australia, AUSTRALIA Research School of Information Sciences, The Australian National University, AUSTRALIA affine algorithm anadan analysis appendix application applications approach artificial astrom automated available based been berthilsson bolles both bust cacm camera cameras carstensen cartography characterizing chen closure compare computer conference consensus constraints correction corrects cvpr data department depth deriche detection eccv elements engineering epipolar extension factorization factorizes faugeras feature features fischler fisker fitting from functions future geometric geometry good hampel hartley hebert heyden http huber huynh iccv icpr ieee ijcai ijcv image images influence intelligence intend intensity interesting international invariance investigate irani iterative jacobs john kahl kanade linear locations lucas luong machine matching matrix measurement method methods missing model mohamud motion multi multiple mundy ninth orthography other outlier outliers oxford pages pami paradigm perspective point powerfactorization press problem proc proceedings projection projective proposed publication random real reconstruction recovery recursive references registration report robust ronchetti rousseeuw sample scandinavian scene schaffalitzky scheme science segmentation sequences shape simultaneous simultaneously solution sons space spaces sparr stahel statistics stereo streams structure sturm subspace successfully synthetic syseng technical technique tested thesis this through tomasi torr track trans triggs uncalibrated uncertain uncertainty under university unknown using video views vision when wiley with would zhang zisserman http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010170abs.htm 23 Surface Reflectance Modeling of Real Objects with Interreflections Takashi MachidaÝ, Naokazu YokoyaÞ, and Haruo TakemuraÝ acknowledgments acquiring addison also america anal appearance applications approach arbitrary asian augmented august automatically azuma baribeau based boivin bridging brightness caelli century cohen color common company complex computer conditions conf conference considering culture cvgip debevec december dense determining differential diffuse distribution drettakis dynamic edition education environment environments estimating estimation exhibit experiments extend feiner foley fournier from function future gagalowicz generation geometry global glossy godin grant graphics greenberg gunawan hawkins high hughes hybrid iccv ieee ikeuchi illumination image images intell intensity interactive interface international interreflections into inverse inverting investigate january journal july june laser levine little loscos mach machida malik maps merging method mihashi ministry mixed miyaki model modeling models mukaigawa naist ninth nonuniform object objects observation onto optical pages past pattern photographs photography photometric polychromatic practice presence principles proc proceedings program properties publishing radiance radiosity range real reality recovering recovery references reflectance reflection relighting rendering representation required research rioux robert romanzin rotating roughened sato scene scenes science scientific section segmentation sensor sequence shakunaga shape siggraph single society solution sparrow specular sports suggested superimpose supported surface surfaces survey synthetic takemura technology theory this torrance traditional trans understanding using virtual virtualized vision visualization wesley wheeler which will with work yokoya http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010249abs.htm 34 A Multi-scale Generative Model for Animate Shapes and Parts Aleksandr Dubinskiy and Song Chun Zhu dubinskiy1@yahoo.com, sczhu@stat.ucla.edu active adelson analysis application aspects august baraniuk based basis biological biology blum bookstein boundary brown coding computer conference cooper cootes crouse curvature curves data decomposition deformable deformations dictionaries diffusion dimensions dryden duncan ecological editing employed european examples field figure finding flexible forms freeman frequency from graham graphs heeger hidden iccv ieee ijcv image information international kimia klein landmark lems mackworth mallat mardia markov matching modeling models mokhtarian multi multiresolution multiscale ninth nowak object observed olshausen overcomplete pages pami parametrically parts planar ponents probability proc proceedings processing psychological publisher pursuits reaction recognition references report representation sampling scale science sebastina shape shapes shiftable shock shocks siddiqi signal simoncelli size space spaces sparse staib statistical strategy synthesis synthesized system tannenbaum taylor tech textons their theoretical theory time training tranc trans transactions transforms tresness understanding university using vision visual wang wavelet waveletbased what wiley with yuille zhang zucker http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010346abs.htm 46 On-Line Selection of Discriminative Tracking Features Robert T. Collins and Yanxi Liu Carnegie Mellon University rcollins, yanxi @cs.cmu.edu adaptive aerial again against agent also analysis anandan applications approach artech asymmetry attracted australia automatic automatically avoiding background backlit bagging based being binary biological bishop blackman blake blowing bomedical both bradski breeze bright camera carnegie causing changes changing chosen clarendon classification clutter cohn color colored colors comaniciu comparison computer condensation conditional conditions conference continually corfu cues dark darker density depicted design details detection different discriminant discriminative distributions down dynamic each earlier efros entire environments estimation example expression face faces facial failure features figure five flag follows frame gesture gestures greece grimson handled have hazy house however human iccv identification ieee illumination image images imaging independent information intelligence interface international invariant irani isard issue journal khosla kriegman leading leads learning lighting lining long machine many martinez mean meer mellon minute mitra mixture modeling models modern most motion moving multi multiple multispectral networks neural ninth nonetheless note november object objects occlusion ones optimal over part partial pattern perceptual pixel pixels popoli presents press princeton probabilistic proc proceedings propagation quantification quek ramesh range real recognition references report research rigid rigidly road robotics same scene scenes schmidt second seen selected selection september sequence shadows shared shift showing skin sometimes soto space special state stauffer stern successfully super switching symposium system systems technical temptation text than that theory there these this through throughout thus time toussaint trace track tracked tracker tracking traditional transactions trees understanding unified university user using valued variation vary versus video viewpoint vision visual waving weights were which wide wind workshop yang zarit zhang zhao http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010164abs.htm 22 Highlight Removal by Illumination-Constrained Inpainting Ping Tan Stephen Lin Long Quan Heung-Yeung Shum adherence advantage algorithm algorithms america analysis anatomy anisotropic applications approach areas arise assumption bajcsy ballester based bayesian because becomes behavior benefit bertalmio bertozzi black boult boundary brainard brightness caselles cases challenging changes chromaticity cluster collinear color colors components compose computation computer computing conference consists constancy constraint constraints contiguous correlation dark deal detailed detection develop differences different diffuse diffusion discussion dividing dynamics edge emphasis even fang faster fatemi figure finlayson fluid form framework freeman from fuller future generally graphics green highlight highlights highly histogram hordley however hubel iccv ideas ieee ikeuchi illuminant illumination image images implementation information inpainting instance intelligence intensity international interpolates interreflection interreflections into introducing journal july kanade klinker left levels light like lines machine maintained malik manner many mapped marimont measurement metals method methods most multiple navier nayar ninth noise nonlinear novak optical original osher other pages pattern perona physica physical plan points polarization ponent preprocessing presented previous proc proceedings process processing produce reasonable recog references reflectance reflection regions removal requires research result results right robust roughly rudin same sapiro sato scale scenario scene section separate shading shafer siggraph significant similar simple single smoothly smoothness society source space specular specularities specularity speedup step stokes such surface surfaces tabletop takes technique techniques temporal texture than that these this throughout total trans true uncommon uniform unifying user using variation video views vision voting when will with wolff wood work http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010313abs.htm 42 Stella X. Yu Robotics Institute and CNBC Carnegie Mellon University Pittsburgh, PA 15213-3890 acknowledgments advantage aided algorithm algorithms alpert analysis application barnes belongie berkeley between both chan chosen circuits classes clustering clustion codes collected comparison comput computations computer conference contour cuts cvpr darpa data database design difference disc distribu dynamic each ecological embeddings estimated evaluating fashion fashionshowroom figure fowlkes funded geiger geometric gkmeans graph grouping hendrickson human humanid iccv ieee ijcv image images improved initialization integrated international into ishikawa jordan junctions kahng learning leland lengths leung malik manually mapping martin means measuring meila meth method methods multiclass multiway natural ninth nips nodes normalized number optimized orderings over pami parallel partitioning performance pictures points probability proceedings programming random ratio references relative research running same schlag segmentation segmented siam spectral spring statistics systems take tering test texture these this time transactions unit vision walk weiss where with york zien http://csdl.computer.org/comp/proceedings/iccv/2003/1950/01/195010540abs.htm 71 The Catchment Feature Model for Multimodal Language Analysis Francis Quek Vision Interfaces & Sys. Lab., Wright State U., Dayton OH Correspondence: quek@cs.wright.edu about accessible accurate accv acta advancement after also although analysis annotating ansari approach apps apsects arslan artificiallyderived automatic based behavior being believe between bielefeld bridge bridges bryll cambridge carolina catchment catchments centroid challenges chapter chicago china cmda cogent coherence cole comm communicate communication communicative comp computation computational computer condition conf conference construction context conversation conversational corfu course cues cvpr daily database decline denver detection device dialectic different digest directions discourse discourses disin domain duncan editor editors energize esposito essential eurasip exhaustive extracted extraction factors fauconnier feature field finally finite flow formulation frohlich fully furuyama fusion future gaze germany gest gesticulation gestural gesture gestures gijn greece grosz hafniensia hague hand hard harper harvard hawaii head hilp hilton hindered hirschberg hold hong html http huang hulst human humans iccv ieee ijcv image inherently inordinately instructions intended interaction interest international interpretation island issues jasp july june kauai kendon kirbas kita kong lang language lays leaves leiden limiting linguistica list makes many mapping marathon mccullough mcneill meaning mental mind modal model modeling modes modular monocular mouton multi multidisciplinary multimedia multimodal multimodally nakatani natural necessary need needs ninth nonverbal only open pages pami paper parallelizable pavlovic perceptual permits perspectives phonological pittsburg potential present press pride problem problems proc proceedings process processing production psycholinguistic psycholinguistics publications queetal quek questions raises ratfgrts realities realize reasonably recent recognition recognized references relationship report requirements research researchers reveal review room scientific seeks seen segmentation self sense sept sharma sign signal situated some south spaces spatialization spects speech spoken springer state steady stochastic such symmetric symmetry system tech technical techniques temporally that this thought tochi tools tracking trivializes unanswered understanding unsolved utterance variety vector verbal video vision vislab visual vocabularies voices volume wachsmuth wexelblat what whole whose with without wksp wright xiong years young