Towards Understanding Deep Learning from Noisy Labels with Small-Loss Criterion

Xian-Jin Gui, Wei Wang, Zhang-Hao Tian

Deep neural networks need large amounts of labeled data to achieve good performance. In real-world applications, labels are usually collected from non-experts such as crowdsourcing…