Web: http://arxiv.org/abs/2209.09120

Sept. 22, 2022, 1:15 a.m. | Ziyun Li, Jona Otholt, Ben Dai, Di hu, Christoph Meinel, Haojin Yang

cs.CV updates on arXiv.org arxiv.org

Novel class discovery (NCD) aims to infer novel categories in an unlabeled
dataset leveraging prior knowledge of a labeled set comprising disjoint but
related classes. Existing research focuses primarily on utilizing the labeled
set at the methodological level, with less emphasis on the analysis of the
labeled set itself. Thus, in this paper, we rethink novel class discovery from
the labeled set and focus on two core questions: (i) Given a specific unlabeled
set, what kind of labeled set can …

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