Tile-level classification on SICAP
0.546Weighted Avg F1MR-PLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MR-PLIPzero-shot=true, prompts ensembling=true2025.04 | 0.546 | — | — | |
| CPLIPzero-shot=true, prompts ensembling=true2025.04 | 0.511 | — | — | |
| MR-PLIPzero-shot=true, prompts ensembling=false2025.04 | 0.487 | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=true2025.04 | 0.438 | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=true2025.04 | 0.402 | — | — | |
| CONCHzero-shot=true, prompts ensembling=true2025.04 | 0.398 | — | — | |
| CPLIPzero-shot=true, prompts ensembling=false2025.04 | 0.388 | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=true2025.04 | 0.387 | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=false2025.04 | 0.363 | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=false2025.04 | 0.352 | — | — | |
| PLIPzero-shot=true, prompts ensembling=true2025.04 | 0.308 | — | — | |
| CONCHzero-shot=true, prompts ensembling=false2025.04 | 0.241 | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=false2025.04 | 0.235 | — | — | |
| PLIPzero-shot=true, prompts ensembling=false2025.04 | 0.226 | — | — | |
| CLIPzero-shot=true, prompts ensembling=true2025.04 | 0.183 | — | — | |
| CLIPzero-shot=true, prompts ensembling=false2025.04 | 0.14 | — | — | |
| CHIEFEvaluation Protocol=linear probe2025.04 | — | 0.771 | 0.783 | |
| CONCHEvaluation Protocol=linear probe2025.04 | — | 0.711 | 0.745 | |
| CTransPathEvaluation Protocol=linear probe2025.04 | — | 0.678 | 0.747 | |
| MR-PLIPEvaluation Protocol=linear probe2025.04 | — | 0.886 | 0.905 | |
| QuiltNetEvaluation Protocol=linear probe2025.04 | — | 0.722 | 0.767 | |
| REMEDISEvaluation Protocol=linear probe2025.04 | — | 0.806 | 0.811 | |
| UNIEvaluation Protocol=linear probe2025.04 | — | 0.826 | 0.841 | |
| VirchowEvaluation Protocol=linear probe2025.04 | — | 0.855 | 0.873 |