Few-shot classification on CPTAC k=5 positive samples (test)
96.8LUNG ST ScorePRISM
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PRISMk=5, aggregation=mean over patch embeddings2024.11 | 96.8 | 31.9 | 40 | 64.9 | 83.3 | 72.4 | 18.1 | 47.6 | 24.7 | 56.9 | 53.7 | |
| COBRA-H0k=5, aggregation=mean over patch embeddings2024.11 | 88.8 | 40.5 | 53.4 | 62.9 | 76.9 | 63.7 | 16.3 | 54.6 | 25.9 | 55.6 | 54.4 | |
| MADELEINEk=5, aggregation=mean over patch embeddings2024.11 | 88.6 | 28.3 | 41.7 | 58.8 | 77.5 | 70.9 | 20.5 | 50.6 | 24.2 | 56.1 | 51.7 | |
| COBRA-V2k=5, aggregation=mean over patch embeddings, weighting=multi-FM weighting vector generation2024.11 | 87.5 | 29.5 | 46.7 | 61.8 | 82.3 | 71.5 | 19.7 | 64 | 31.4 | 56.9 | 55.1 | |
| COBRA-UNIk=5, aggregation=mean over patch embeddings2024.11 | 87 | 33.4 | 47.1 | 63.4 | 79.1 | 69.8 | 17.7 | 49 | 25.7 | 55.2 | 52.7 | |
| CONCHk=52024.11 | 83.7 | 27.2 | 39 | 58.1 | 75 | 72.3 | 14.5 | 44.9 | 21.1 | 56.8 | 49.3 | |
| COBRA-CTPk=5, aggregation=mean over patch embeddings2024.11 | 78.2 | 26.6 | 43.6 | 63.1 | 75.2 | 69.3 | 15.1 | 38.7 | 21.5 | 54.3 | 48.6 | |
| Virchow2k=52024.11 | 73.3 | 24.7 | 48.2 | 56.5 | 78 | 69.7 | 16.1 | 54.6 | 26.5 | 57.6 | 50.5 | |
| CHIEFk=52024.11 | 73.2 | 25.1 | 42.4 | 58.8 | 75.4 | 73.5 | 14.5 | 40.8 | 19.7 | 54.7 | 47.8 | |
| Virchowk=52024.11 | 72.1 | 25.3 | 39.3 | 55 | 67.6 | 59.8 | 13.1 | 25.8 | 17.5 | 54.4 | 43 | |
| GigaPathk=52024.11 | 71 | 25 | 48.1 | 57.3 | 77.5 | 67.2 | 14.2 | 46.8 | 21.5 | 57.7 | 48.6 | |
| H-Optimusk=52024.11 | 70.7 | 31.8 | 48.5 | 54.6 | 75.1 | 62.4 | 12.7 | 47.3 | 25.4 | 56.6 | 48.5 | |
| UNIk=52024.11 | 70.5 | 26.7 | 46 | 56.1 | 75.7 | 67.9 | 16.4 | 43.3 | 22.1 | 55.2 | 48 | |
| GigaPath-SEk=52024.11 | 65.9 | 25.2 | 40.7 | 57.2 | 72.8 | 63.1 | 15.8 | 31.7 | 18.1 | 52.2 | 44.3 | |
| CTransPathk=52024.11 | 63.7 | 22.7 | 40.8 | 55.9 | 73 | 68.7 | 13.6 | 36.2 | 17.9 | 55.6 | 44.8 |