Revisiting AUC-Oriented Adversarial Training With Loss-Agnostic Perturbations

The Area Under the ROC curve (AUC) is a popular metric for long-tail classification. Many efforts have been devoted to AUC optimization methods in the past decades. However, little exploration has been done to make them survive adversarial attacks. Among the few exceptions, AdAUC presents an early t...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 12 vom: 10. Dez., Seite 15494-15511
1. Verfasser: Yang, Zhiyong (VerfasserIn)
Weitere Verfasser: Xu, Qianqian, Hou, Wenzheng, Bao, Shilong, He, Yuan, Cao, Xiaochun, Huang, Qingming
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article