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- Mathematical morphology and deep convolutional neural networks + (Mathematical morphology is a classical met … Mathematical morphology is a classical method of image segmentation. In the past few years, maching learning using deep fully convolutional networks provides started providing extremly good results. We thus introduce morphological operators in those networks in order to improve their performance.rks in order to improve their performance.)