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Scoring masks instead of boxes — pixel IoU/Jaccard and the Dice coefficient (and why they're related), mIoU for semantic segmentation, mask-AP for instance segmentation, and Panoptic Quality for the unified task — on one running cat-mask example, with the equations and code.