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We formulated a uncertainty guided deep Discovering strategy (UGLS) to improve the overall performance of existing segmentation neural networks and validated it according to the classical U-Net by segmenting the OC from color fundus pictures as well as the left and correct lungs from Xray pictures. The novelty of our created technique lies within t