Improving the Instance-Dependent Transition Matrix Estimation by Exploiting Self-Supervised Learning

The transition matrix reveals the transition relationship between clean labels and noisy labels. It plays an important role in building statistically consistent classifiers for learning with noisy labels. However, in real-world applications, the transition matrix is usually unknown and has to be est...

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Publié dans:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 47(2025), 11 vom: 01. Okt., Seite 10848-10861
Auteur principal: Lin, Yexiong (Auteur)
Autres auteurs: Yao, Yu, Wang, Zhaoqing, Shen, Xu, Yu, Jun, Han, Bo, Liu, Tongliang
Format: Article en ligne
Langue:English
Publié: 2025
Accès à la collection:IEEE transactions on pattern analysis and machine intelligence
Sujets:Journal Article