Histopathological Image Segmentation on GCSS
0.5878mIoUSAM-Path
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAM-PathSupervision=Fully and Semi-Supervised2025.03 | 0.5878 | 59.01 | 58.78 | 0.7311 | |
| SAM2-PathSupervision=Fully and Semi-Supervised2025.03 | 0.5706 | 56.5 | 22.32 | 0.7266 | |
| PBLPSupervision=Weakly Supervised2025.03 | 0.551 | 57.05 | 21.4 | 0.7105 | |
| Proto2SegSupervision=Weakly Supervised2025.03 | 0.5323 | 53.97 | 22.34 | 0.7084 | |
| SSPCLSupervision=Fully and Semi-Supervised2025.03 | 0.5163 | — | — | 0.681 | |
| MLPSSupervision=Weakly Supervised2025.03 | 0.512 | 52.85 | 19.1 | 0.6772 | |
| TPROSupervision=Weakly Supervised2025.03 | 0.5012 | 51.73 | 18.5 | 0.6984 | |
| OEENSupervision=Weakly Supervised2025.03 | 0.4589 | 47.14 | 15.33 | 0.6291 | |
| CLIMSSupervision=Weakly Supervised2025.03 | 0.3203 | 31.89 | 15.22 | 0.4852 | |
| HistoSegNetSupervision=Weakly Supervised2025.03 | 0.3002 | 31.25 | 10.1 | 0.4615 | |
| QA-CLIMSSupervision=Weakly Supervised2025.03 | 0.2501 | 26.54 | 12.34 | 0.4002 |