LOOPS: Shape-Based Object Localization for Descriptive Classification Geremy Heitz1, Gal Elidan2, Benjamin Packer1, Daphne Koller1 1Stanford University 2Hebrew University M56 In order to LOOPS outlines objects in images... answer descriptive questions... 1 2 3 1 To try to close this gap... With the true outline, we could do this well LOOPS Is the giraffe UP 0.8 Competitors Using only image features, we can do this well or DOWN ? 0.6 RANDOM 0.4 1 2 3 4 5 6 7 8 9 10 # Training Instances (per class)