Uni4Eye: Unified 2D and 3D Self-supervised Pre-training via Masked Image Modeling Transformer for Ophthalmic Image Classification

Author:

Cai Zhiyuan,Lin Li,He Huaqing,Tang Xiaoying

Publisher

Springer Nature Switzerland

Reference31 articles.

1. Atito, S., Awais, M., Kittler, J.: Sit: self-supervised vision transformer. arXiv preprint arXiv: 2104.03602 (2021)

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3. Cai, Z., Lin, L., He, H., Tang, X.: Corolla: an efficient multi-modality fusion framework with supervised contrastive learning for glaucoma grading. arXiv preprint arXiv: 2201.03795 (2022)

4. Chaitanya, K., Erdil, E., Karani, N., Konukoglu, E.: Contrastive learning of global and local features for medical image segmentation with limited annotations. In: Advances in Neural Information Processing Systems, NeurIPS, vol. 33 (2020)

5. Chen, L., Bentley, P., et al.: Self-supervised learning for medical image analysis using image context restoration. IEEE Trans. Med. Imaging 58, 101539 (2019). https://doi.org/10.1016/j.media.2019.101539

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