Qijie Wei

Semi-Supervised Keypoint Detector and Descriptor for Retinal Image Matching

"For retinal image matching (RIM), we propose SuperRetina, the first end-to-end method with jointly trainable keypoint detector and descriptor. SuperRetina is trained in a novel semi-supervised manner. A small set of (nearly 100) images are incompletely labeled and used to supervise the network to d…