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Hidden stratification causes clinically meaningful failures in machine learning for medical imaging

, , , and . Proceedings of the ACM conference on health, inference, and learning, page 151--159. (2020)

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Hidden stratification causes clinically meaningful failures in machine learning for medical imaging, , , and . Proceedings of the ACM conference on health, inference, and learning, page 151--159. (2020)AIROGS: Artificial Intelligence for Robust Glaucoma Screening Challenge., , , , , , , , , and 26 other author(s). IEEE Trans. Medical Imaging, 43 (1): 542-557 (January 2024)An Interpretable and Accurate Deep-Learning Diagnosis Framework Modeled With Fully and Semi-Supervised Reciprocal Learning., , , , , , , , and . IEEE Trans. Medical Imaging, 43 (1): 392-404 (January 2024)ScanMix: Learning from Severe Label Noise via Semantic Clustering and Semi-Supervised Learning., , , , and . Pattern Recognit., (2023)The quantitative characterization of the distinctiveness and robustness of local image descriptors., and . Image Vis. Comput., 27 (8): 1143-1156 (2009)Bayesian CNN for Segmentation Uncertainty Inference on 4D Ultrasound Images of the Femoral Cartilage for Guidance in Robotic Knee Arthroscopy., , , , , , , , and . IEEE Access, (2020)Automatic Segmentation of Multiple Structures in Knee Arthroscopy Using Deep Learning., , , , , , , , and . IEEE Access, (2020)Contrastive Transformer-Based Multiple Instance Learning for Weakly Supervised Polyp Frame Detection., , , , , , , and . MICCAI (3), volume 13433 of Lecture Notes in Computer Science, page 88-98. Springer, (2022)Self-supervised Mean Teacher for Semi-supervised Chest X-Ray Classification., , , , , and . MLMI@MICCAI, volume 12966 of Lecture Notes in Computer Science, page 426-436. Springer, (2021)Self-Supervised Lesion Change Detection and Localisation in Longitudinal Multiple Sclerosis Brain Imaging., , , , and . MICCAI (7), volume 12907 of Lecture Notes in Computer Science, page 670-680. Springer, (2021)