Box-supervised Instance Segmentation 벤치마크
Box-supervised Instance Segmentation on COCO test-dev
mask AP
- 2019-12-01 — BBTP: mask AP 21.1
- 2020-12-03 — BoxInst: mask AP 35.0
- 2021-05-13 — DiscoBox: mask AP 37.9
- 2022-10-11 — BoxTeacher: mask AP 40.0
- 2022-12-03 — Box2Mask-T: mask AP 42.4
| Rank | Model | mask AP | Extra Training Data | Paper | Code | Year |
|---|---|---|---|---|---|---|
| 1 | Box2Mask-T | 42.4 | Box2Mask: Box-supervised Instance Segmentation via Level-set Evolution | LiWentomng/BoxInstSeg · liwentomng/boxlevelset | 2022 | |
| 2 | BoxTeacher | 40.0 | BoxTeacher: Exploring High-Quality Pseudo Labels for Weakly Supervised Instance Segmentation | hustvl/boxteacher | 2022 | |
| 3 | DiscoBox | 37.9 | DiscoBox: Weakly Supervised Instance Segmentation and Semantic Correspondence from Box Supervision | NVlabs/DiscoBox · voidrank/DiscoBox · voidrank/SCOT | 2021 | |
| 4 | BoxInst | 35.0 | BoxInst: High-Performance Instance Segmentation with Box Annotations | aim-uofa/adet · aim-uofa/AdelaiDet | 2020 | |
| 5 | BoxCaseg | 30.9 | ✓ | Weakly-supervised Instance Segmentation via Class-agnostic Learning with Salient Images | 2021 | |
| 6 | BBAM | 25.7 | BBAM: Bounding Box Attribution Map for Weakly Supervised Semantic and Instance Segmentation | jbeomlee93/BBAM | 2021 | |
| 7 | BBTP | 21.1 | Weakly Supervised Instance Segmentation using the Bounding Box Tightness Prior | chengchunhsu/WSIS_BBTP | 2019 |