Surgical Tool Classification on D99 to CATARACTS (CAT) (cross-domain)
55Macro AccuracyTarget Only
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Target OnlyBackbone=ResNet50, Protocol=Upper Bound2023.07 | 55 | 67.2 | |
| Target OnlyBackbone=ViT, Protocol=Upper Bound2023.07 | 49.8 | 66.33 | |
| Barlow AdaptorBackbone=ResNet502023.07 | 35.1 | 17.1 | |
| Deep CORALBackbone=ResNet502023.07 | 32.8 | 14 | |
| MMDBackbone=ResNet502023.07 | 32.2 | 15.9 | |
| Barlow AdaptorBackbone=ViT2023.07 | 31.91 | 12.81 | |
| MMDBackbone=ViT2023.07 | 31.32 | 13.81 | |
| Source OnlyBackbone=ViT2023.07 | 30.43 | 14.14 | |
| CDTransBackbone=Not specified2023.07 | 29.1 | 14.7 | |
| CORALBackbone=ViT2023.07 | 28.7 | 16.5 | |
| Source OnlyBackbone=ResNet502023.07 | 27.9 | 14.9 | |
| DANNBackbone=Not specified2023.07 | 22.4 | 11.6 |