Improved Categorical Cross-Entropy Loss for Training Deep Neural Networks with Noisy Labels

Author:

Li Panle,He Xiaohui,Song Dingjun,Ding Zihao,Qiao Mengjia,Cheng Xijie,Li Runchuan

Publisher

Springer International Publishing

Reference18 articles.

1. Algan, G., Ulusoy, I.: Image classification with deep learning in the presence of noisy labels: a survey. arXiv preprint arXiv:1912.05170 (2019)

2. Arpit, D., et al.: A closer look at memorization in deep networks. arXiv: Machine Learning (2017)

3. Azadi, S., Feng, J., Jegelka, S., Darrell, T.: Auxiliary image regularization for deep CNNs with noisy labels. arXiv: Computer Vision and Pattern Recognition (2015)

4. Ding, G., Guo, Y., Chen, K., Chu, C., Han, J., Dai, Q.: DECODE: deep confidence network for robust image classification. IEEE Trans. Image Process. 28(8), 3752–3765 (2019)

5. Frenay, B., Verleysen, M.: Classification in the presence of label noise: a survey. IEEE Trans. Neural Networks 25(5), 845–869 (2014)

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