Delving Deep Into Label Smoothing

Label smoothing is an effective regularization tool for deep neural networks (DNNs), which generates soft labels by applying a weighted average between the uniform distribution and the hard label. It is often used to reduce the overfitting problem of training DNNs and further improve classification...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. - 1992. - 30(2021) vom: 24., Seite 5984-5996
1. Verfasser: Zhang, Chang-Bin (VerfasserIn)
Weitere Verfasser: Jiang, Peng-Tao, Hou, Qibin, Wei, Yunchao, Han, Qi, Li, Zhen, Cheng, Ming-Ming
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2021
Zugriff auf das übergeordnete Werk:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
Schlagworte:Journal Article