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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Veröffentlicht in:IEEE transactions on image processing 2021, Vol.30, p.5984-5996
Hauptverfasser: Zhang, Chang-Bin, Jiang, Peng-Tao, Hou, Qibin, Wei, Yunchao, Han, Qi, Li, Zhen, Cheng, Ming-Ming
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Sprache:eng
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