Visual Task Classification on Medical vision seen and unseen datasets
81.1F1 Score (Seen Tasks)TaCo
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TaCok=12026.04 | 81.1 | 81.2 | 74.3 | |
| TaCok=32026.04 | 81 | 80.9 | 74.4 | |
| TaCok=52026.04 | 80.6 | 80.3 | 74 | |
| TaCo + failure tasksk=12026.04 | 77 | 76.9 | 71.3 | |
| TaCo + failure tasksk=32026.04 | 76.6 | 75.9 | 71.3 | |
| TaCo + failure tasksk=52026.04 | 75.9 | 74.8 | 70.6 | |
| SimCLRk=12026.04 | 71.5 | 79.7 | 67.5 | |
| SimCLRk=32026.04 | 71.2 | 79.3 | 67.4 | |
| SimCLRk=52026.04 | 70.5 | 78.5 | 67 | |
| CLIPk=32026.04 | 70.4 | 78.8 | 67.6 | |
| CLIPk=52026.04 | 70.4 | 79 | 67.8 | |
| CLIPk=12026.04 | 70.2 | 78.2 | 67.2 | |
| ImageNetk=32026.04 | 68.4 | 77.1 | 66.3 | |
| ImageNetk=52026.04 | 68.3 | 77 | 66.6 | |
| ImageNetk=12026.04 | 68.2 | 76.9 | 66 |