Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-Refinement

Benchmark Model Rank Results
image-level-supervised-instance-segmentationBESTIE (proposal-free)#5mAP@0.5: 51.0mAP@0.25: 61.2mAP@0.7: 31.9mAP@0.75: 26.6
image-level-supervised-instance-segmentation-1BESTIE (proposal-free)#5AP: 14.4AP@50: 28.0AP@75: 13.5
image-level-supervised-instance-segmentation-2BESTIE (proposal-free)#4AP: 14.3AP@50: 28.0AP@75: 13.2
point-supervised-instance-segmentation-onBESTIE (proposal-free)#1mAP@0.5: 56.1mAP@0.25: 66.4mAP@0.7: 36.5mAP@0.75: 30.2
weakly-supervised-instance-segmentation-onBESTIE (point label, proposal-free)#4mAP@0.25: 66.4mAP@0.5: 56.1mAP@0.75: 30.2
weakly-supervised-instance-segmentation-onBESTIE (image-level label, proposal-free)#5mAP@0.25: 61.2mAP@0.5: 51.0mAP@0.75: 26.6