Gleason Grading on SICAP v2
95.1AUCProposed (Graph Laplacian Transformer)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Proposed (Graph Laplacian Transformer)2025.12 | 95.1 | 89.2 | |
| HEAT2025.12 | 94.3 | 87.5 | |
| Mixed supervision Transformer (Ours)supervision=Mixed supervision2022.06 | 94.29 | — | |
| SMAHM2025.12 | 94.1 | 88.1 | |
| MaskHIT2025.12 | 93.8 | 86.8 | |
| ATMILsupervision=slide-level2022.06 | 93.73 | — | |
| MST2025.12 | 91.8 | 79.6 | |
| TransMILsupervision=slide-level2022.06 | 91.52 | — | |
| DASMIL2025.12 | 91.5 | 81.9 | |
| WSDMPC2025.12 | 81.9 | 78.5 | |
| SegGinisupervision=Mixed supervision2022.06 | 79.41 | — | |
| ABMIL2025.12 | 65.8 | 59.8 | |
| ABMILsupervision=slide-level2022.06 | 65.74 | — | |
| CLAMsupervision=slide-level2022.06 | 60.96 | — | |
| TranMIL2025.12 | 59.3 | 56.7 | |
| DSMILsupervision=slide-level2022.06 | 59.2 | — | |
| LossAttnsupervision=slide-level2022.06 | 57.78 | — |