Tile-level classification on MHIST
64.3F1 (weighted)MR-PLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MR-PLIPzero-shot=true, prompts ensembling=true2025.04 | 64.3 | — | — | |
| MR-PLIPzero-shot=true, prompts ensembling=false2025.04 | 59.6 | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=true2025.04 | 57.2 | — | — | |
| CPLIPzero-shot=true, prompts ensembling=true2025.04 | 57.1 | — | — | |
| CONCHzero-shot=true, prompts ensembling=true2025.04 | 54.6 | — | — | |
| CPLIPzero-shot=true, prompts ensembling=false2025.04 | 54.1 | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=true2025.04 | 52.3 | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=false2025.04 | 52.1 | — | — | |
| CONCHzero-shot=true, prompts ensembling=false2025.04 | 50.2 | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=false2025.04 | 49.7 | — | — | |
| PLIPzero-shot=true, prompts ensembling=true2025.04 | 45.1 | — | — | |
| PLIPzero-shot=true, prompts ensembling=false2025.04 | 43.1 | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=true2025.04 | 38.8 | — | — | |
| CLIPzero-shot=true, prompts ensembling=true2025.04 | 33.3 | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=false2025.04 | 33.1 | — | — | |
| CLIPzero-shot=true, prompts ensembling=false2025.04 | 28.8 | — | — | |
| CHIEFEvaluation Protocol=linear probe2025.04 | — | 79.1 | 81.3 | |
| CONCHEvaluation Protocol=linear probe2025.04 | — | 79.1 | 80.7 | |
| CTransPathEvaluation Protocol=linear probe2025.04 | — | 81.1 | 82.6 | |
| MR-PLIPEvaluation Protocol=linear probe2025.04 | — | 87.6 | 91.5 | |
| QuiltNetEvaluation Protocol=linear probe2025.04 | — | 80.2 | 82.3 | |
| REMEDISEvaluation Protocol=linear probe2025.04 | — | 78.1 | 80.7 | |
| UNIEvaluation Protocol=linear probe2025.04 | — | 85.6 | 88.1 | |
| VirchowEvaluation Protocol=linear probe2025.04 | — | 83.1 | 83.6 |