Metric: AP (higher is better)
| # | Model↕ | AP▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SparK (ConvNeXt V1-B Mask R-CNN) | 45.1 | No | Designing BERT for Convolutional Networks: Spars... | 2023-01-09 | Code |
| 2 | RF-ConvNeXt-T Cascade R-CNN | 44.3 | No | RF-Next: Efficient Receptive Field Search for Co... | 2022-06-14 | Code |
| 3 | WeakSAM-Mask2Former (with SAM) | 25.2 | No | WeakSAM: Segment Anything Meets Weakly-supervise... | 2024-02-22 | Code |
| 4 | WeakSAM-Mask RCNN (with SAM) | 20.6 | No | WeakSAM: Segment Anything Meets Weakly-supervise... | 2024-02-22 | Code |
| 5 | BESTIE (proposal-free) | 17.7 | No | Beyond Semantic to Instance Segmentation: Weakly... | 2021-09-20 | Code |
| 6 | CIM + Mask R-CNN | 17 | Yes | Complete Instances Mining for Weakly Supervised ... | 2024-02-12 | Code |
| 7 | BESTIE (proposal-free) | 14.3 | No | Beyond Semantic to Instance Segmentation: Weakly... | 2021-09-20 | Code |
| 8 | CIM | 11.9 | Yes | Complete Instances Mining for Weakly Supervised ... | 2024-02-12 | Code |
| 9 | WISE-Net | 7.8 | Yes | - | - | - |
| 10 | WS-JDS | 6.1 | Yes | - | - | Code |