Image Classification on Unseen Tasks (SUN397, Cars, RESISC45, DTD) (test)
62.46SUN397 AccuracyPretrained
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PretrainedBackbone=ViT-B/322026.03 | 62.46 | 59.73 | 59.6 | 46.17 | 56.99 | |
| Ties-MergingBackbone=ViT-B/32, Weights=Layer-wise2026.03 | 60.19 | 57.07 | 58.1 | 42.77 | 54.42 | |
| BD-MergingBackbone=ViT-B/32, Weights=Layer-wise2026.03 | 60.09 | 58.13 | 58.63 | 43.19 | 55.01 | |
| Twin-MergingBackbone=ViT-B/32, Weights=Layer-wise2026.03 | 59.72 | 55.93 | 55.63 | 40.85 | 53.03 | |
| Task ArithmeticBackbone=ViT-B/32, Weights=Layer-wise2026.03 | 56.41 | 52.1 | 50.6 | 39.15 | 49.57 | |
| AdaMergingBackbone=ViT-B/32, Weights=Layer-wise2026.03 | 56.36 | 53.46 | 51.4 | 38.09 | 49.83 |