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FickleNet: Weakly and Semi-Supervised Semantic Image Segmentation Using Stochastic Inference

FickleNet: Weakly and Semi-Supervised Semantic Image Segmentation Using Stochastic Inference

The main obstacle to weakly supervised semantic image segmentation is the difficulty of obtaining pixel-level information from coarse image-level annotations. Most methods based on image-level annotations use localization maps obtained from the classifier, but these only focus on the small discriminative parts of objects and do not capture precise boundaries. …