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Towards Foundation Models Learned from Anatomy in Medical Imaging via Self-supervision.

, , and . DART@MICCAI, volume 14293 of Lecture Notes in Computer Science, page 94-104. Springer, (2023)

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Curriculum Self-Supervised Learning for 3D CT Cardiac Image Segmentation., , and . ML4H@NeurIPS, volume 225 of Proceedings of Machine Learning Research, page 145-156. PMLR, (2023)DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis., , , and . CVPR, page 20792-20802. IEEE, (2022)CAiD: Context-Aware Instance Discrimination for Self-supervised Learning in Medical Imaging., , , and . MIDL, volume 172 of Proceedings of Machine Learning Research, page 535-551. PMLR, (2022)Benchmarking and Boosting Transformers for Medical Image Classification., , , , , , and . DART@MICCAI, volume 13542 of Lecture Notes in Computer Science, page 12-22. Springer, (2022)A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis., , , , and . DART/FAIR@MICCAI, volume 12968 of Lecture Notes in Computer Science, page 3-13. Springer, (2021)Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-Supervised Learning., , , , and . IEEE Trans. Medical Imaging, 40 (10): 2857-2868 (2021)Towards Foundation Models Learned from Anatomy in Medical Imaging via Self-supervision., , and . DART@MICCAI, volume 14293 of Lecture Notes in Computer Science, page 94-104. Springer, (2023)Power-aware analysis of H.264/AVC encoding parameters for cloud gaming., , and . ICME Workshops, page 1-6. IEEE Computer Society, (2014)Representing Part-Whole Hierarchies in Foundation Models by Learning Localizability, Composability, and Decomposability from Anatomy via Self-Supervision., , and . CoRR, (2024)POPAR: Patch Order Prediction and Appearance Recovery for Self-supervised Medical Image Analysis., , , , , , and . DART@MICCAI, volume 13542 of Lecture Notes in Computer Science, page 77-87. Springer, (2022)