Jim Winkens

Predicting conversion to wet age-related macular degeneration using deep learning

Jason Yim, Reena Chopra, Terry Spitz et al. · Nature Medicine · 2020 · 293 citations · Full text

Medicine, Ophthalmology, Vision Science +11

Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging

Shekoofeh Azizi, Laura Culp, Jan Freyberg et al. · Nature Biomedical Engineering · 2023 · 229 citations

Computing, Computer Science, Radiology +16

Enhancing the reliability and accuracy of AI-enabled diagnosis via complementarity-driven deferral to clinicians

Krishnamurthy Dvijotham, Jim Winkens, Melih Barsbey et al. · Nature Medicine · 2023 · 110 citations

Computing, Biomedical Informatics, Computer Science +12

Contrastive Training for Improved Out-of-Distribution Detection

Jim Winkens, Rudy Bunel, Abhijit Guha Roy et al. · arXiv (Cornell University) · 2020 · 52 citations · Full text

Computing, Computer Science, Computer Vision +6

Robust and Efficient Medical Imaging with Self-Supervision

Shekoofeh Azizi, Laura Culp, Jan Freyberg et al. · arXiv (Cornell University) · 2022 · 31 citations · Full text

Computing, Computer Science, Artificial Intelligence +14