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In the context of lack of object-level annotation, we propose a model that enhances the weakly supervised deformable part model (DPM) by emphasizing the importance of size and aspect ratio of the initial class-specific root filter. For each image, to extract a reliable bounding box as this root filter estimate, we explore the generic objectness measurement to obtain a reference window based on the...
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