Understanding and Utilizing Deep Neural Networks Trained with Noisy Labels

Pengfei Chen, Benben Liao, Guangyong Chen, Shengyu Zhang

Abstract: Noisy labels are ubiquitous in real-world datasets, which poses a challenge for robustly training deep neural networks (DNNs) as DNNs usually have the high capacity to memorize the noisy labels. In...