Box-supervised Instance Segmentation 벤치마크
Box-supervised Instance Segmentation on PASCAL VOC 2012 val
mask AP
- 2019-12-01 — BBTP: mask AP 27.5
- 2020-12-03 — BoxInst: mask AP 36.5
- 2022-12-03 — Box2Mask-T: mask AP 48.9
| Rank | Model | mask AP | AP_25 | AP_50 | AP_70 | AP_75 | Paper | Code | Year |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Box2Mask-T | 48.9 | 88.3 | 77.2 | 57.8 | 51.1 | Box2Mask: Box-supervised Instance Segmentation via Level-set Evolution | LiWentomng/BoxInstSeg · liwentomng/boxlevelset | 2022 |
| 2 | BoxInst | 36.5 | – | 61.4 | – | 37.0 | BoxInst: High-Performance Instance Segmentation with Box Annotations | aim-uofa/adet · aim-uofa/AdelaiDet | 2020 |
| 3 | BBTP | 27.5 | – | 59.1 | – | 21.9 | Weakly Supervised Instance Segmentation using the Bounding Box Tightness Prior | chengchunhsu/WSIS_BBTP | 2019 |
| 4 | BBAM | – | 76.8 | 63.7 | 39.5 | 31.8 | BBAM: Bounding Box Attribution Map for Weakly Supervised Semantic and Instance Segmentation | jbeomlee93/BBAM | 2021 |
| 5 | DiscoBox | – | 75.2 | 63.6 | 45.5 | 37.5 | DiscoBox: Weakly Supervised Instance Segmentation and Semantic Correspondence from Box Supervision | NVlabs/DiscoBox · voidrank/DiscoBox · voidrank/SCOT | 2021 |