Tile-level classification on BACH
98.7Weighted F1 ScoreUNI 2
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UNI 22025.03 | 98.7 | 98.8 | — | 98.8 | |
| Virchow22025.03 | 98.7 | 98.8 | — | 98.8 | |
| Shazam2025.03 | 98.7 | 98.8 | — | 98.8 | |
| H-optimus-12025.03 | 96.2 | 96.3 | — | 96.3 | |
| Prov-Gigapath2025.03 | 91.5 | 91.2 | — | 91.2 | |
| Phikon-v22025.03 | 82.9 | 82.5 | — | 82.5 | |
| MR-PLIPzero-shot=true, prompts ensembling=true2025.04 | 60.5 | — | — | — | |
| MR-PLIPzero-shot=true, prompts ensembling=false2025.04 | 58.7 | — | — | — | |
| CPLIPzero-shot=true, prompts ensembling=true2025.04 | 56.3 | — | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=true2025.04 | 54.1 | — | — | — | |
| CPLIPzero-shot=true, prompts ensembling=false2025.04 | 52.8 | — | — | — | |
| CONCHzero-shot=true, prompts ensembling=true2025.04 | 52.2 | — | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=false2025.04 | 48.5 | — | — | — | |
| CONCHzero-shot=true, prompts ensembling=false2025.04 | 48.3 | — | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=true2025.04 | 44.1 | — | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=false2025.04 | 40.3 | — | — | — | |
| PLIPzero-shot=true, prompts ensembling=true2025.04 | 38.1 | — | — | — | |
| PLIPzero-shot=true, prompts ensembling=false2025.04 | 33.6 | — | — | — | |
| CLIPzero-shot=true, prompts ensembling=true2025.04 | 23 | — | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=true2025.04 | 20.2 | — | — | — | |
| CLIPzero-shot=true, prompts ensembling=false2025.04 | 20.1 | — | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=false2025.04 | 17.6 | — | — | — | |
| CHIEFEvaluation Protocol=linear probe2025.04 | — | 84.7 | 86.3 | — | |
| CONCHEvaluation Protocol=linear probe2025.04 | — | 85.6 | 87.1 | — | |
| CTransPathEvaluation Protocol=linear probe2025.04 | — | 87.5 | 87.2 | — | |
| MR-PLIPEvaluation Protocol=linear probe2025.04 | — | 94.5 | 96.6 | — | |
| QuiltNetEvaluation Protocol=linear probe2025.04 | — | 83.3 | 86.1 | — | |
| REMEDISEvaluation Protocol=linear probe2025.04 | — | 86.3 | 86.4 | — | |
| UNIEvaluation Protocol=linear probe2025.04 | — | 92.5 | 92.6 | — | |
| VirchowEvaluation Protocol=linear probe2025.04 | — | 91.5 | 92 | — |