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Learning Random-Walk Label Propagation for Weakly-Supervised Semantic Segmentation

Learning Random-Walk Label Propagation for Weakly-Supervised Semantic Segmentation

Large-scale training for semantic segmentation is challenging due to the expense of obtaining training data for this task relative to other vision tasks. We propose a novel training approach to address this difficulty. Given cheaply-obtained sparse image labelings, we propagate the sparse labels to produce guessed dense labelings. A standard …