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Distill-to-Label: Weakly Supervised Instance Labeling Using Knowledge Distillation

Distill-to-Label: Weakly Supervised Instance Labeling Using Knowledge Distillation

Weakly supervised instance labeling using only image-level labels, in lieu of expensive fine-grained pixel annotations, is crucial in several applications including medical image analysis. In contrast to conventional instance segmentation in computer vision, the problems that we consider are characterized by a small number of training images and non-local patterns …