WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition

Benchmark Model Rank Results
image-level-supervised-instance-segmentationWeakSAM-Mask2Former (with SAM)#1mAP@0.5: 64.4mAP@0.25: 73.4mAP@0.7: 49.7mAP@0.75: 45.3
image-level-supervised-instance-segmentationWeakSAM-Mask RCNN (with SAM)#2mAP@0.5: 59.6mAP@0.25: 70.3mAP@0.7: 43.1mAP@0.75: 36.2
image-level-supervised-instance-segmentation-1WeakSAM-Mask2Former (with SAM)#1AP: 25.9AP@50: 39.9AP@75: 27.9
image-level-supervised-instance-segmentation-1WeakSAM-Mask RCNN (with SAM)#2AP: 21.0AP@50: 34.5AP@75: 22.2
image-level-supervised-instance-segmentation-2WeakSAM-Mask2Former (with SAM)#1AP: 25.2AP@50: 38.4AP@75: 27.0
image-level-supervised-instance-segmentation-2WeakSAM-Mask RCNN (with SAM)#2AP: 20.6AP@50: 33.9AP@75: 22.0
weakly-supervised-object-detection-on-ms-cocoWeakSAM-MIST-DINO (with SAM)#1AP: 26.6
weakly-supervised-object-detection-on-ms-cocoWeakSAM-OICR-DINO (with SAM)#2AP: 24.9
weakly-supervised-object-detection-on-ms-cocoWeakSAM-MIST-Faster RCNN (with SAM)#3AP: 23.8
weakly-supervised-object-detection-on-ms-cocoWeakSAM-MIST (with SAM)#4AP: 22.9
weakly-supervised-object-detection-on-ms-cocoWeakSAM-OICR-Faster RCNN (with SAM)#5AP: 22.3
weakly-supervised-object-detection-on-ms-cocoWeakSAM-OICR (with SAM)#6AP: 19.9
weakly-supervised-object-detection-on-pascalWeakSAM-MIST-DINO (with SAM)#1MAP: 70.2
weakly-supervised-object-detection-on-pascalWeakSAM-MIST-Faster RCNN (with SAM)#2MAP: 69.2
weakly-supervised-object-detection-on-pascalWeakSAM-MIST (with SAM)#3MAP: 66.9
weakly-supervised-object-detection-on-pascalWeakSAM-OICR-DINO (with SAM)#4MAP: 63.7
weakly-supervised-object-detection-on-pascalWeakSAM-OICR-Faster RCNN (with SAM)#5MAP: 62.9
weakly-supervised-object-detection-on-pascalWeakSAM-OICR (with SAM)#6MAP: 58.4
weakly-supervised-object-detection-on-pascal-1WeakSAM-MIST-DINO (with SAM)#1MAP: 73.4
weakly-supervised-object-detection-on-pascal-1WeakSAM-MIST-Faster RCNN (with SAM)#2MAP: 71.8
weakly-supervised-object-detection-on-pascal-1WeakSAM-MIST (with SAM)#3MAP: 67.4
weakly-supervised-object-detection-on-pascal-1WeakSAM-OICR-DINO (with SAM)#4MAP: 66.1
weakly-supervised-object-detection-on-pascal-1WeakSAM-OICR-Faster RCNN (with SAM)#5MAP: 65.7
weakly-supervised-object-detection-on-pascal-1WeakSAM-OICR (with SAM)#6MAP: 58.9