Visual Task Classification on Medical vision unseen datasets
92.8F1-score (seen tasks)TaCo
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TaCok=32026.04 | 92.8 | 95.4 | 85.5 | |
| TaCok=12026.04 | 92.7 | 95.7 | 85.4 | |
| TaCok=52026.04 | 92.7 | 95 | 85.5 | |
| TaCo + failure tasksk=32026.04 | 92.5 | 96.7 | 87 | |
| TaCo + failure tasksk=12026.04 | 92.4 | 97 | 87 | |
| TaCo + failure tasksk=52026.04 | 92.2 | 96.1 | 86.9 | |
| CLIPk=52026.04 | 84.1 | 95.4 | 80.7 | |
| CLIPk=32026.04 | 83.8 | 94.7 | 80.4 | |
| CLIPk=12026.04 | 83.6 | 93.5 | 80.3 | |
| SimCLRk=52026.04 | 82.9 | 93.5 | 78.2 | |
| SimCLRk=32026.04 | 82.5 | 93.6 | 77.9 | |
| SimCLRk=12026.04 | 82.1 | 93.3 | 77.8 | |
| ImageNetk=52026.04 | 80.1 | 93.1 | 77.9 | |
| ImageNetk=32026.04 | 79.9 | 92.8 | 77.1 | |
| ImageNetk=12026.04 | 79.6 | 92.4 | 76.8 |