Combating Label Noise in Deep Learning Using Abstention

Sunil Thulasidasan, Tanmoy Bhattacharya, Jeff Bilmes +2

We introduce a novel method to combat label noise when training deep neural networks for classification. We propose a loss function that permits abstention during training thereby…