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Federated learning improves site performance in multicenter deep learning without data sharing.

K. Sarma, S. Harmon, T. Sanford, H. Roth, Z. Xu, J. Tetreault, D. Xu, M. Flores, A. Raman, R. Kulkarni, B. Wood, P. Choyke, A. Priester, L. Marks, S. Raman, D. Enzmann, B. Turkbey, W. Speier, и C. Arnold. J. Am. Medical Informatics Assoc., 28 (6): 1259-1264 (2021)

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Shape description losses for medical image segmentation.X. Fang, X. Xu, J. Xia, T. Sanford, B. Turkbey, S. Xu, B. Wood, и P. Yan. Mach. Vis. Appl., 34 (4): 57 (июля 2023)Distance map supervised landmark localization for MR-TRUS registration.X. Song, X. Xu, S. Xu, B. Turkbey, T. Sanford, B. Wood, и P. Yan. Medical Imaging: Image Processing, том 12464 из SPIE Proceedings, SPIE, (2023)Shadow-Consistent Semi-Supervised Learning for Prostate Ultrasound Segmentation.X. Xu, T. Sanford, B. Turkbey, S. Xu, B. Wood, и P. Yan. IEEE Trans. Medical Imaging, 41 (6): 1331-1345 (2022)When Unseen Domain Generalization is Unnecessary? Rethinking Data Augmentation.L. Zhang, X. Wang, D. Yang, T. Sanford, S. Harmon, B. Turkbey, H. Roth, A. Myronenko, D. Xu, и Z. Xu. CoRR, (2019)Federated learning improves site performance in multicenter deep learning without data sharing.K. Sarma, S. Harmon, T. Sanford, H. Roth, Z. Xu, J. Tetreault, D. Xu, M. Flores, A. Raman, R. Kulkarni и 9 other автор(ы). J. Am. Medical Informatics Assoc., 28 (6): 1259-1264 (2021)Generalizing Deep Learning for Medical Image Segmentation to Unseen Domains via Deep Stacked Transformation.L. Zhang, X. Wang, D. Yang, T. Sanford, S. Harmon, B. Turkbey, B. Wood, H. Roth, A. Myronenko, D. Xu и 1 other автор(ы). IEEE Trans. Medical Imaging, 39 (7): 2531-2540 (2020)Distance Map Supervised Landmark Localization for MR-TRUS Registration.X. Song, X. Xu, S. Xu, B. Turkbey, B. Wood, T. Sanford, и P. Yan. CoRR, (2022)Division and Fusion: Rethink Convolutional Kernels for 3D Medical Image Segmentation.X. Fang, T. Sanford, B. Turkbey, S. Xu, B. Wood, и P. Yan. MLMI@MICCAI, том 12436 из Lecture Notes in Computer Science, стр. 160-169. Springer, (2020)Polar transform network for prostate ultrasound segmentation with uncertainty estimation.X. Xu, T. Sanford, B. Turkbey, S. Xu, B. Wood, и P. Yan. Medical Image Anal., (2022)Cross-modal attention for multi-modal image registration.X. Song, H. Chao, X. Xu, H. Guo, S. Xu, B. Turkbey, B. Wood, T. Sanford, G. Wang, и P. Yan. Medical Image Anal., (2022)

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