A Unified Perspective for Loss-Oriented Imbalanced Learning via Localization

Due to the inherent imbalance in real-world datasets, naïve Empirical Risk Minimization (ERM) tends to bias the learning process towards the majority classes, hindering generalization to minority classes. To rebalance the learning process, one straightforward yet effective approach is to modify the...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - PP(2025) vom: 12. Sept.
1. Verfasser: Wang, Zitai (VerfasserIn)
Weitere Verfasser: Xu, Qianqian, Yang, Zhiyong, Xu, Zhikang, Zhang, Linchao, Cao, Xiaochun, Huang, Qingming
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2025
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article