Because it is the most general way to model a problem, deep learning has the potential to solve the most challenging ... and can approximate any arbitrary function with enough neurons, especially ...

One key mathematical method in training these algorithms is Dice loss, which measures how accurately the algorithms identify various parts of an image. In this method, the deep learning algorithm ...

Brooks, M.D., Ph.D., chief of the NEI Ophthalmic Genetics & Visual Function Branch ... the images to be classified. Using the deep-learning method, the researchers were able to quantify and compare ...