WSI-level classification on EBRAINS
39.8Weighted F1 ScoreMR-PLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MR-PLIPzero-shot=true, prompts ensembling=true2025.04 | 39.8 | — | — | |
| CONCHzero-shot=true, prompts ensembling=true2025.04 | 35.9 | — | — | |
| MR-PLIPzero-shot=true, prompts ensembling=false2025.04 | 33.2 | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=true2025.04 | 33.1 | — | — | |
| CPLIPzero-shot=true, prompts ensembling=true2025.04 | 32.7 | — | — | |
| CONCHzero-shot=true, prompts ensembling=false2025.04 | 30.4 | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=true2025.04 | 28.6 | — | — | |
| CPLIPzero-shot=true, prompts ensembling=false2025.04 | 25.6 | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=false2025.04 | 25.3 | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=false2025.04 | 22.9 | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=true2025.04 | 12.4 | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=false2025.04 | 9.3 | — | — | |
| PLIPzero-shot=true, prompts ensembling=true2025.04 | 8.7 | — | — | |
| CLIPzero-shot=true, prompts ensembling=true2025.04 | 2.9 | — | — | |
| CLIPzero-shot=true, prompts ensembling=false2025.04 | 2 | — | — | |
| PLIPzero-shot=true, prompts ensembling=false2025.04 | 1.3 | — | — | |
| CHIEFEvaluation Protocol=weakly-supervised learning2025.04 | — | 68.8 | 70.6 | |
| CONCHEvaluation Protocol=weakly-supervised learning2025.04 | — | 68.7 | 71.7 | |
| CTransPathEvaluation Protocol=weakly-supervised learning2025.04 | — | 51.4 | 59.7 | |
| GigaPathEvaluation Protocol=weakly-supervised learning2025.04 | — | 68.7 | 70.4 | |
| MR-PLIPEvaluation Protocol=weakly-supervised learning2025.04 | — | 74.5 | 76.3 | |
| QuiltNetEvaluation Protocol=weakly-supervised learning2025.04 | — | 65.5 | 66.6 | |
| REMEDISEvaluation Protocol=weakly-supervised learning2025.04 | — | 38.2 | 47.1 | |
| UNIEvaluation Protocol=weakly-supervised learning2025.04 | — | 67.5 | 74.6 | |
| VirchowEvaluation Protocol=weakly-supervised learning2025.04 | — | 70.1 | 72.3 |