Dynamic Support Network for Few-Shot Class Incremental Learning

Few-shot class-incremental learning (FSCIL) is challenged by catastrophically forgetting old classes and over-fitting new classes. Revealed by our analyses, the problems are caused by feature distribution crumbling, which leads to class confusion when continuously embedding few samples to a fixed fe...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 3 vom: 19. März, Seite 2945-2951
1. Verfasser: Yang, Boyu (VerfasserIn)
Weitere Verfasser: Lin, Mingbao, Zhang, Yunxiao, Liu, Binghao, Liang, Xiaodan, Ji, Rongrong, Ye, Qixiang
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article