Fig. 5From: Global–local multi-stage temporal convolutional network for cataract surgery phase recognitionSchematic diagram of the proposed TS-Net. The surgical instruments and the pupil in the video frame are detected and isolated using YOLOv3 [31]. IS and PS indicate the instrument stream and pupil stream, respectivelyBack to article page