Noisy Label Learning With Provable Consistency for a Wider Family of Losses

Deep models have achieved state-of-the-art performance on a broad range of visual recognition tasks. Nevertheless, the generalization ability of deep models is seriously affected by noisy labels. Though deep learning packages have different losses, this is not transparent for users to choose consist...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 11 vom: 17. Nov., Seite 13536-13552
1. Verfasser: Liu, Defu (VerfasserIn)
Weitere Verfasser: Li, Wen, Duan, Lixin, Tsang, Ivor W, Yang, Guowu
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article