Metric: mAP@0.7 (higher is better)
| # | Model↕ | mAP@0.7▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | WeakSAM-Mask2Former (with SAM) | 49.7 | No | WeakSAM: Segment Anything Meets Weakly-supervise... | 2024-02-22 | Code |
| 2 | WeakSAM-Mask RCNN (with SAM) | 43.1 | No | WeakSAM: Segment Anything Meets Weakly-supervise... | 2024-02-22 | Code |
| 3 | CIM + Mask R-CNN | 37.1 | Yes | Complete Instances Mining for Weakly Supervised ... | 2024-02-12 | Code |
| 4 | CIM + Mask R-CNN | 36.6 | Yes | Complete Instances Mining for Weakly Supervised ... | 2024-02-12 | Code |
| 5 | BESTIE (proposal-free) | 36.5 | No | Beyond Semantic to Instance Segmentation: Weakly... | 2021-09-20 | Code |
| 6 | CIM | 32.4 | Yes | Complete Instances Mining for Weakly Supervised ... | 2024-02-12 | Code |
| 7 | BESTIE (proposal-free) | 31.9 | No | Beyond Semantic to Instance Segmentation: Weakly... | 2021-09-20 | Code |
| 8 | Arun et al. | 30.2 | Yes | Weakly Supervised Instance Segmentation by Learn... | 2020-07-18 | - |
| 9 | IRN (proposal-free) | 23.5 | No | Weakly Supervised Learning of Instance Segmentat... | 2019-04-10 | Code |