Image-level Supervised Instance Segmentation 벤치마크
Image-level Supervised Instance Segmentation on COCO 2017 val
AP
- 2019-06-01 — WS-JDS: AP 6.1
- 2021-09-20 — BESTIE (proposal-free): AP 14.3
- 2024-02-12 — CIM + Mask R-CNN: AP 17.0
- 2024-02-22 — WeakSAM-Mask2Former (with SAM): AP 25.2
| Rank | Model | AP | AP@50 | AP@75 | Extra Training Data | Paper | Code | Year |
|---|---|---|---|---|---|---|---|---|
| 1 | WeakSAM-Mask2Former (with SAM) | 25.2 | 38.4 | 27.0 | WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition | hustvl/weaksam | 2024 | |
| 2 | WeakSAM-Mask RCNN (with SAM) | 20.6 | 33.9 | 22.0 | WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition | hustvl/weaksam | 2024 | |
| 3 | CIM + Mask R-CNN | 17.0 | 29.4 | 17.0 | ✓ | Complete Instances Mining for Weakly Supervised Instance Segmentation | ZechengLi19/CIM | 2024 |
| 4 | BESTIE (proposal-free) | 14.3 | 28.0 | 13.2 | Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-Refinement | clovaai/BESTIE | 2021 | |
| 5 | CIM | 11.9 | 22.8 | 11.1 | ✓ | Complete Instances Mining for Weakly Supervised Instance Segmentation | ZechengLi19/CIM | 2024 |
| 6 | WS-JDS | 6.1 | 11.7 | 5.5 | ✓ | Cyclic Guidance for Weakly Supervised Joint Detection and Segmentation | shenyunhang/WS-JDS | 2019 |