Defu Liu

Robust Binary Loss for Multi-Category Classification with Label Noise

Deep learning has achieved tremendous success in image classification. However, the corresponding performance leap relies heavily on large-scale accurate annotations, which are usually hard to collect in reality. It is essential to explore methods that can train deep models effectively under label n…