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Proxy Anchor-based Unsupervised Learning for Continuous Generalized Category Discovery. (arXiv:2307.10943v2 [cs.CV] UPDATED)
cs.CV updates on arXiv.org arxiv.org
Recent advances in deep learning have significantly improved the performance
of various computer vision applications. However, discovering novel categories
in an incremental learning scenario remains a challenging problem due to the
lack of prior knowledge about the number and nature of new categories. Existing
methods for novel category discovery are limited by their reliance on labeled
datasets and prior knowledge about the number of novel categories and the
proportion of novel samples in the batch. To address the limitations and …
advances anchor applications arxiv computer computer vision continuous deep learning discovery generalized incremental knowledge nature novel performance prior unsupervised unsupervised learning vision