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This paper proposes an approach to simultaneously detect and segment objects of a known category. Edgelet features are used to capture the local shape of the objects. For each feature a pair of base classifiers for detection and segmentation is built. The base segmentor is designed to predict the per-pixel figure-ground assignment around a neighborhood of the edgelet based on the feature response...
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