Tile-level classification on NCT-CRC
87.1Weighted F1 ScoreMR-PLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MR-PLIPzero-shot=true, prompts ensembling=true2025.04 | 87.1 | — | — | |
| CPLIPzero-shot=true, prompts ensembling=true2025.04 | 84.4 | — | — | |
| MR-PLIPzero-shot=true, prompts ensembling=false2025.04 | 83.2 | — | — | |
| CONCHzero-shot=true, prompts ensembling=true2025.04 | 80.3 | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=true2025.04 | 79.5 | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=true2025.04 | 78.6 | — | — | |
| PLIPzero-shot=true, prompts ensembling=false2025.04 | 68.7 | — | — | |
| CPLIPzero-shot=true, prompts ensembling=false2025.04 | 68.1 | — | — | |
| QuiltNetzero-shot=true, prompts ensembling=false2025.04 | 55.3 | — | — | |
| CONCHzero-shot=true, prompts ensembling=false2025.04 | 54.2 | — | — | |
| MI-Zerozero-shot=true, prompts ensembling=false2025.04 | 53.6 | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=true2025.04 | 53.3 | — | — | |
| PLIPzero-shot=true, prompts ensembling=true2025.04 | 51.7 | — | — | |
| BioCLIPzero-shot=true, prompts ensembling=false2025.04 | 37.2 | — | — | |
| CLIPzero-shot=true, prompts ensembling=true2025.04 | 24.7 | — | — | |
| CLIPzero-shot=true, prompts ensembling=false2025.04 | 18.5 | — | — | |
| CHIEFEvaluation Protocol=linear probe2025.04 | — | 84.4 | 85.6 | |
| CONCHEvaluation Protocol=linear probe2025.04 | — | 93.8 | 95.5 | |
| CTransPathEvaluation Protocol=linear probe2025.04 | — | 84.5 | 86.7 | |
| MR-PLIPEvaluation Protocol=linear probe2025.04 | — | 96.5 | 97.6 | |
| QuiltNetEvaluation Protocol=linear probe2025.04 | — | 92.2 | 94.7 | |
| REMEDISEvaluation Protocol=linear probe2025.04 | — | 78.7 | 80.2 | |
| UNIEvaluation Protocol=linear probe2025.04 | — | 87.4 | 87.5 | |
| VirchowEvaluation Protocol=linear probe2025.04 | — | 96 | 96.8 |