Tile-level classification on PatchCamelyon
96.1F1MR-PLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MR-PLIPEvaluation Protocol=linear probe2025.04 | 96.1 | 95.5 | |
| CTransPathEvaluation Protocol=linear probe2025.04 | 93.5 | 91.1 | |
| VirchowEvaluation Protocol=linear probe2025.04 | 93.3 | 93.3 | |
| UNIEvaluation Protocol=linear probe2025.04 | 93 | 90.1 | |
| CONCHEvaluation Protocol=linear probe2025.04 | 86.9 | 86.6 | |
| CHIEFEvaluation Protocol=linear probe2025.04 | 85.1 | 83.3 | |
| QuiltNetEvaluation Protocol=linear probe2025.04 | 83.1 | 82.2 | |
| REMEDISEvaluation Protocol=linear probe2025.04 | 82.2 | 80.5 | |
| MR-PLIPzero-shot=true, prompts ensembling=true2025.04 | 63.5 | — | |
| MR-PLIPzero-shot=true, prompts ensembling=false2025.04 | 60.4 | — | |
| QuiltNetzero-shot=true, prompts ensembling=true2025.04 | 59.2 | — | |
| CONCHzero-shot=true, prompts ensembling=true2025.04 | 57.8 | — | |
| CPLIPzero-shot=true, prompts ensembling=true2025.04 | 56.7 | — | |
| QuiltNetzero-shot=true, prompts ensembling=false2025.04 | 55.1 | — | |
| CONCHzero-shot=true, prompts ensembling=false2025.04 | 54.3 | — | |
| MI-Zerozero-shot=true, prompts ensembling=true2025.04 | 54.2 | — | |
| CPLIPzero-shot=true, prompts ensembling=false2025.04 | 53.1 | — | |
| MI-Zerozero-shot=true, prompts ensembling=false2025.04 | 51 | — | |
| PLIPzero-shot=true, prompts ensembling=true2025.04 | 39.1 | — | |
| PLIPzero-shot=true, prompts ensembling=false2025.04 | 36.2 | — | |
| BioCLIPzero-shot=true, prompts ensembling=true2025.04 | 30.2 | — | |
| BioCLIPzero-shot=true, prompts ensembling=false2025.04 | 26.6 | — | |
| CLIPzero-shot=true, prompts ensembling=true2025.04 | 25.5 | — | |
| CLIPzero-shot=true, prompts ensembling=false2025.04 | 22.3 | — |