Incorporating medical domain knowledge into data-driven method: A vessel attention guided multi-granularity network for automatic cataract classification

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

Ramprasaath R. Selvaraju, Michael Cogswell, Abhishek Das et al. · 2017 · 21.6K citations

Computing, Computer Science, Computer Vision +16

Dermatologist-level classification of skin cancer with deep neural networks

Andre Esteva, Brett Kuprel, Roberto A. Novoa et al. · Nature · 2017 · 13.8K citations · Full text

Computing, Computer Science, Dermatology +16

Ridge-Based Vessel Segmentation in Color Images of the Retina

Joes Staal, Michael D. Abràmoff, Meindert Niemeijer et al. · IEEE Transactions on Medical Imaging · 2004 · 4.1K citations

Computing, Computer Science, Ophthalmology +17

Development and Validation of a Deep Learning System for Diabetic Retinopathy and Related Eye Diseases Using Retinal Images From Multiethnic Populations With Diabetes

Daniel Shu Wei Ting, Carol Y. Cheung, Gilbert Lim et al. · JAMA · 2017 · 2.3K citations · Full text

Medicine, Computer Science, Ophthalmology +17

Locating the optic nerve in a retinal image using the fuzzy convergence of the blood vessels

Adam Hoover, Michael H. Goldbaum · IEEE Transactions on Medical Imaging · 2003 · 796 citations

Health Professions, Computer Science, Ophthalmology +17