Probabilistic Contrastive Learning for Long-Tailed Visual Recognition

Long-tailed distributions frequently emerge in real-world data, where a large number of minority categories contain a limited number of samples. Such imbalance issue considerably impairs the performance of standard supervised learning algorithms, which are mainly designed for balanced training sets....

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 9 vom: 01. Aug., Seite 5890-5904
1. Verfasser: Du, Chaoqun (VerfasserIn)
Weitere Verfasser: Wang, Yulin, Song, Shiji, Huang, Gao
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article