Tasks Integrated Networks: Joint Detection and Retrieval for Image Search

作者: Xinbo Gao , Liang Wang , Yi Yang , Lei Zhang , Zhenwei He

DOI:

关键词: Computer scienceArtificial intelligenceSoftmax functionMachine learningAnnotationRobustness (computer science)Discriminative model

摘要: The traditional object (person) retrieval (re-identification) task aims to learn a discriminative feature representation with intra-similarity and inter-dissimilarity, which supposes that the objects in an image are manually or automatically pre-cropped exactly. However, in many real-world searching scenarios (eg, video surveillance), the objects (eg, persons, vehicles, etc.) are seldom accurately detected or annotated. Therefore, object-level retrieval becomes intractable without bounding-box annotation, which leads to a new but challenging topic, ie …

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