Histopathological Image Segmentation on BCSS-WSSS
77.5DiceSAM-Path
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAM-PathSupervision=Fully and Semi-Supervised2025.03 | 77.5 | 63.27 | 63.35 | 25.1 | |
| SSPCLSupervision=Fully and Semi-Supervised2025.03 | 76.9 | — | — | — | |
| SAM2-PathSupervision=Fully and Semi-Supervised2025.03 | 76.21 | 61.57 | 62.01 | 23.77 | |
| PBLPSupervision=Weakly Supervised2025.03 | 71.2 | 55.28 | 56.3 | 23.65 | |
| Proto2SegSupervision=Weakly Supervised2025.03 | 70.78 | 55.34 | 56.72 | 22.4 | |
| TPROSupervision=Weakly Supervised2025.03 | 67.52 | 50.97 | 51.01 | 17.88 | |
| MLPSSupervision=Weakly Supervised2025.03 | 66.06 | 49.32 | 51.31 | 21.08 | |
| OEENSupervision=Weakly Supervised2025.03 | 64.41 | 47.5 | 48.21 | 14 | |
| CLIMSSupervision=Weakly Supervised2025.03 | 53.07 | 36.12 | 36.77 | 12.16 | |
| QA-CLIMSSupervision=Weakly Supervised2025.03 | 37.39 | 23 | 24.07 | 10.27 | |
| HistoSegNetSupervision=Weakly Supervised2025.03 | 36.27 | 22.15 | 22.8 | 12.11 | |
| PBLPSupervision=Weakly Supervised2025.03 | 0.8203 | 0.6954 | 0.7452 | 0.3717 | |
| Proto2SegSupervision=Weakly Supervised2025.03 | 0.81 | 0.6786 | 0.7248 | 0.3554 | |
| MLPSSupervision=Weakly Supervised2025.03 | 0.7891 | 0.6517 | 0.6965 | 0.3519 | |
| TPROSupervision=Weakly Supervised2025.03 | 0.7799 | 0.6392 | 0.6445 | 0.2579 | |
| OEENSupervision=Weakly Supervised2025.03 | 0.7495 | 0.5993 | 0.6111 | 0.2509 | |
| TransWSSupervision=Supervised2025.03 | 0.5739 | 0.4025 | — | — | |
| CLIMSSupervision=Weakly Supervised2025.03 | 0.5609 | 0.3898 | 0.3758 | 0.1352 | |
| HistoSegNetSupervision=Supervised2025.03 | 0.487 | 0.3219 | 0.3569 | 0.1924 | |
| QA-CLIMSSupervision=Weakly Supervised2025.03 | 0.3667 | 0.2245 | 0.2487 | 0.1115 |