Articles with "rethinking class" as a keyword



Rethinking Class-Incremental Learning From a Dynamic Imbalanced Learning Perspective

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Published in 2025 at "IEEE Transactions on Multimedia"

DOI: 10.1109/tmm.2025.3632688

Abstract: Deep neural networks suffer from catastrophic forgetting when continually learning new concepts. In this paper, we analyze this problem from a data imbalance point of view. We argue that the imbalance between old task and… read more here.

Keywords: rethinking class; class incremental; learning dynamic; incremental learning ... See more keywords