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TITLE: Fully Convolutional Networks for Semantic Segmentation methods achieve the state-of-the-art in semantic segmenta- tion, and improvements on PASCAL VOC 2011/2012 and NYUDv2 datasets. By effective end-to-end training we also improve results on ILSVRC and SIFT Flow. 1. Introduction The need for... Keywords: FCNs, deep learning, segmentation, computer vision