WSI-level classification on NSCLC-CPTAC
87.5F1 Score (Weighted)MR-PLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MR-PLIPzero-shot=true, prompts ensembling=true2025.04 | 87.5 | — | — | |
| CONCHzero-shot=true, prompts ensembling=true2025.04 | 85.4 | — | — | |
| MR-PLIPzero-shot=true, prompts ensembling=false2025.04 | 84.2 | — | — | |
| CPLIPzero-shot=true, prompts ensembling=true2025.04 | 84.1 | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=true2025.04 | 83.2 | — | — | |
| CPLIPzero-shot=true, prompts ensembling=false2025.04 | 80.9 | — | — | |
| CONCHzero-shot=true, prompts ensembling=false2025.04 | 80.6 | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=true2025.04 | 80.4 | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=false2025.04 | 77.3 | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=false2025.04 | 75.3 | — | — | |
| PLIPzero-shot=true, prompts ensembling=true2025.04 | 70.6 | — | — | |
| PLIPzero-shot=true, prompts ensembling=false2025.04 | 66.1 | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=false2025.04 | 31.1 | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=true2025.04 | 27.5 | — | — | |
| CLIPzero-shot=true, prompts ensembling=true2025.04 | 20.2 | — | — | |
| CLIPzero-shot=true, prompts ensembling=false2025.04 | 14.6 | — | — | |
| CHIEFEvaluation Protocol=weakly-supervised learning2025.04 | — | 92.2 | 93.4 | |
| CONCHEvaluation Protocol=weakly-supervised learning2025.04 | — | 88.1 | 90.2 | |
| CTransPathEvaluation Protocol=weakly-supervised learning2025.04 | — | 87.7 | 89.5 | |
| GigaPathEvaluation Protocol=weakly-supervised learning2025.04 | — | 90 | 91.5 | |
| MR-PLIPEvaluation Protocol=weakly-supervised learning2025.04 | — | 93 | 95.5 | |
| QuiltNetEvaluation Protocol=weakly-supervised learning2025.04 | — | 87.7 | 90 | |
| REMEDISEvaluation Protocol=weakly-supervised learning2025.04 | — | 84.1 | 86.6 | |
| UNIEvaluation Protocol=weakly-supervised learning2025.04 | — | 90.4 | 93.5 | |
| VirchowEvaluation Protocol=weakly-supervised learning2025.04 | — | 92.3 | 93.6 |