We tackle object category discovery, which is the problem of discovering andlocalizing novel objects in a large unlabeled dataset . We propose a method to use prior knowledge about certain object categories to discover new categories by leveraging twomemory modules, namely Working and Semantic memory . We show the performance ofour detector on the COCO minival dataset to demonstrate its in-the-wildcapabilities . We also present our results on the challenge of the CocO dataset to show its in the wildcapabilities.

Author(s) : Sai Saketh Rambhatla, Rama Chellappa, Abhinav Shrivastava

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Keywords : categories - dataset - memory - coco - object -

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