Cell Segmentation 벤치마크
Cell Segmentation on LIVECell
mask AP
- 2021-08-30 — Cascade Mask RCNN-ResNest-200: mask AP 47.9
| Rank | Model | mask AP | mask AFNR | LIVECell Transferability | LIVECell Extrapolation (A549) | LIVECell Extrapolation (A172) | Paper | Code | Year |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Cascade Mask RCNN-ResNest-200 | 47.9 | 45.3 | 0.98 | 1403 | 1328 | LIVECell—A large-scale dataset for label-free live cell segmentation | sartorius-research/LIVECell | 2021 |
| 2 | CenterMask-VoVNet2-FPN | 47.8 | 52.2 | 1.21 | 2031 | 1948 | LIVECell—A large-scale dataset for label-free live cell segmentation | sartorius-research/LIVECell | 2021 |
| 3 | Point2Mask | 43.53 | – | – | – | – | Point2Mask: A Weakly Supervised Approach for Cell Segmentation Using Point Annotation | 2022 | |
| 4 | Cascade Mask RCNN-ResNest-200 | 47.9 | 45.3 | 0.98 | 1403 | 1328 | LIVECell—A large-scale dataset for label-free live cell segmentation | sartorius-research/LIVECell | 2021 |
| 5 | CenterMask-VoVNet2-FPN | 47.8 | 52.2 | 1.21 | 2031 | 1948 | LIVECell—A large-scale dataset for label-free live cell segmentation | sartorius-research/LIVECell | 2021 |
| 6 | Point2Mask | 43.53 | – | – | – | – | Point2Mask: A Weakly Supervised Approach for Cell Segmentation Using Point Annotation | 2022 |