Tile-level classification on WSSS4LUAD
88.2Weighted F1 ScoreCPLIP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CPLIPzero-shot=true, prompts ensembling=true2025.04 | 88.2 | — | — | |
| MR-PLIPzero-shot=true, prompts ensembling=true2025.04 | 86.4 | — | — | |
| MR-PLIPzero-shot=true, prompts ensembling=false2025.04 | 83.1 | — | — | |
| CPLIPzero-shot=true, prompts ensembling=false2025.04 | 79.1 | — | — | |
| CONCHzero-shot=true, prompts ensembling=true2025.04 | 70.5 | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=true2025.04 | 70.1 | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=true2025.04 | 69.7 | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=false2025.04 | 67.3 | — | — | |
| PLIPzero-shot=true, prompts ensembling=true2025.04 | 63.6 | — | — | |
| CONCHzero-shot=true, prompts ensembling=false2025.04 | 59 | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=false2025.04 | 58.2 | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=true2025.04 | 57.5 | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=false2025.04 | 45.2 | — | — | |
| PLIPzero-shot=true, prompts ensembling=false2025.04 | 40.8 | — | — | |
| CLIPzero-shot=true, prompts ensembling=true2025.04 | 19.6 | — | — | |
| CLIPzero-shot=true, prompts ensembling=false2025.04 | 19.5 | — | — | |
| CHIEFEvaluation Protocol=linear probe2025.04 | — | 81.2 | 82.8 | |
| CONCHEvaluation Protocol=linear probe2025.04 | — | 81.1 | 82.5 | |
| CTransPathEvaluation Protocol=linear probe2025.04 | — | 84.4 | 85.7 | |
| MR-PLIPEvaluation Protocol=linear probe2025.04 | — | 88.7 | 89.6 | |
| QuiltNetEvaluation Protocol=linear probe2025.04 | — | 80.5 | 81.2 | |
| REMEDISEvaluation Protocol=linear probe2025.04 | — | 76.9 | 78.2 | |
| UNIEvaluation Protocol=linear probe2025.04 | — | 83.1 | 83.5 | |
| VirchowEvaluation Protocol=linear probe2025.04 | — | 86.6 | 87.3 |