The Equalization Losses : Gradient-Driven Training for Long-tailed Object Recognition

Long-tail distribution is widely spread in real-world applications. Due to the extremely small ratio of instances, tail categories often show inferior accuracy. In this paper, we find such performance bottleneck is mainly caused by the imbalanced gradients, which can be categorized into two parts: (...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 11 vom: 24. Nov., Seite 13876-13892
1. Verfasser: Tan, Jingru (VerfasserIn)
Weitere Verfasser: Li, Bo, Lu, Xin, Yao, Yongqiang, Yu, Fengwei, He, Tong, Ouyang, Wanli
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article