We designed a uncertainty guided deep Discovering strategy (UGLS) to improve the overall performance of existing segmentation neural networks and validated it depending on the classical U-Internet by segmenting the OC from colour fundus photos along with the still left and proper lungs from Xray photographs. The novelty of our designed strategy lie