Optimizing Partial Area Under the Top-k Curve : Theory and Practice

Top- k error has become a popular metric for large-scale classification benchmarks due to the inevitable semantic ambiguity among classes. Existing literature on top- k optimization generally focuses on the optimization method of the top- k objective, while ignoring the limitations of the metric its...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 4 vom: 01. Apr., Seite 5053-5069
1. Verfasser: Wang, Zitai (VerfasserIn)
Weitere Verfasser: Xu, Qianqian, Yang, Zhiyong, 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