Instance Segmentation on BDD100K val
AP
- 2017-03-20 — Mask R-CNN: AP 20.5
- 2019-08-20 — HRNet: AP 22.5
- 2021-11-26 — Mask Transfiner: AP 23.6
| Rank | Model | AP | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | Mask Transfiner | 23.6 | Mask Transfiner for High-Quality Instance Segmentation | SysCV/transfiner | 2021 |
| 2 | HRNet | 22.5 | Deep High-Resolution Representation Learning for Visual Recognition | open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · open-mmlab/mmsegmentation · +39 | 2019 |
| 3 | Mask R-CNN | 20.5 | Mask R-CNN | tensorflow/models · facebookresearch/detectron2 · facebookresearch/detectron · +176 | 2017 |
| 4 | Cascade Mask R-CNN | 19.8 | Cascade R-CNN: High Quality Object Detection and Instance Segmentation | open-mmlab/mmdetection · zhaoweicai/cascade-rcnn · zhaoweicai/Detectron-Cascade-RCNN · +1 | 2019 |