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Self-supervised learning for medical image classification: a systematic review and implementation guidelines.

, , , , , and . npj Digit. Medicine, (2023)

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Benchmarking saliency methods for chest X-ray interpretation., , , , , , , , , and 2 other author(s). Nat. Mac. Intell., 4 (10): 867-878 (October 2022)Cross-Modal Data Programming Enables Rapid Medical Machine Learning., , , , , , , , , and 1 other author(s). Patterns, 1 (2): 100019 (2020)RadEdit: stress-testing biomedical vision models via diffusion image editing., , , , , , , , , and 4 other author(s). CoRR, (2023)Automated coronary calcium scoring using deep learning with multicenter external validation., , , , , , , , , and 14 other author(s). npj Digit. Medicine, (2021)PENet - a scalable deep-learning model for automated diagnosis of pulmonary embolism using volumetric CT imaging., , , , , , , , , and 7 other author(s). npj Digit. Medicine, (2020)CheXstray: Real-time Multi-Modal Data Concordance for Drift Detection in Medical Imaging AI., , , , , , , , and . CoRR, (2022)CheXphoto: 10, 000+ Photos and Transformations of Chest X-rays for Benchmarking Deep Learning Robustness., , , , , , , , , and 3 other author(s). ML4H@NeurIPS, volume 136 of Proceedings of Machine Learning Research, page 318-327. PMLR, (2020)CheXstray: A Real-Time Multi-Modal Monitoring Workflow for Medical Imaging AI., , , , , , , , , and 1 other author(s). MICCAI (3), volume 14222 of Lecture Notes in Computer Science, page 326-336. Springer, (2023)Combining Automatic Labelers and Expert Annotations for Accurate Radiology Report Labeling Using BERT., , , , , and . EMNLP (1), page 1500-1519. Association for Computational Linguistics, (2020)CheXbert: Combining Automatic Labelers and Expert Annotations for Accurate Radiology Report Labeling Using BERT., , , , , and . CoRR, (2020)