M58 - A "Shape Aware" Model for Semi-Supervised Learning of Object and its Context Abhinav Gupta, Jianbo Shi and Larry S. Davis Learn "Syntactic + Semantic" Model from Weakly Labeled Data Co-occurrences not sufficient Intervening Contours Using "Sketches" for Learning Cost Function: Co-occurrence + Intervening Contours + Shape Similarity Iterative Formulation Co-occurrence Co-location Shape Matching Localization - Training Localization - Test Advantages of Iterations