Weakly-Supervised Positional Contrastive Learning: Application to Cirrhosis Classification

Author:

Sarfati Emma,Bône Alexandre,Rohé Marc-Michel,Gori Pietro,Bloch Isabelle

Publisher

Springer Nature Switzerland

Reference29 articles.

1. Azizi, S., et al.: Big self-supervised models advance medical image classification. In: 2021 IEEE/CVF International Conference on Computer Vision (ICCV), pp. 3458–3468 (2021)

2. Barbano, C.A., Dufumier, B., Duchesnay, E., Grangetto, M., Gori, P.: Contrastive learning for regression in multi-site brain age prediction. In: IEEE ISBI (2022)

3. Barbano, C.A., Dufumier, B., Tartaglione, E., Grangetto, M., Gori, P.: Unbiased Supervised Contrastive Learning. In: ICLR (2023)

4. Chaitanya, K., Erdil, E., Karani, N., Konukoglu, E.: Contrastive learning of global and local features for medical image segmentation with limited annotations. In: Larochelle, H., Ranzato, M., Hadsell, R., Balcan, M., Lin, H. (eds.) Advances in Neural Information Processing Systems. vol. 33, pp. 12546–12558. Curran Associates, Inc. (2020)

5. Chen, T., Kornblith, S., Norouzi, M., et al.: A simple framework for contrastive learning of visual representations. In: 37th International Conference on Machine Learning (ICML) (2020)

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