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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Publié dans: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 4 vom: 01. Apr., Seite 5053-5069
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Auteur principal: |
Wang, Zitai
(Auteur) |
Autres auteurs: |
Xu, Qianqian,
Yang, Zhiyong,
He, Yuan,
Cao, Xiaochun,
Huang, Qingming |
Format: | Article en ligne
|
Langue: | English |
Publié: |
2023
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Accès à la collection: | IEEE transactions on pattern analysis and machine intelligence
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Sujets: | Journal Article |