Image Classification on OF Real (unseen target)
56.7AccuracyOmniVaT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OmniVaTBackbone=ViT-B / 16, Pre-trained=CLIP, Source Domain=TAG, Venue=Ours2026.01 | 56.7 | 50.8 | |
| LDCBackbone=ViT-B / 16, Pre-trained=CLIP, Source Domain=TAG, Venue=CVPR-252026.01 | 51.2 | 36 | |
| CLIPBackbone=ViT-B / 16, Pre-trained=CLIP, Source Domain=TAG, Venue=ICML-212026.01 | 49 | 48.8 | |
| PromptStylerBackbone=ViT-B / 16, Pre-trained=CLIP, Source Domain=TAG, Venue=ICCV-232026.01 | 47.5 | 37.4 | |
| SPGBackbone=ViT-B / 16, Pre-trained=CLIP, Source Domain=TAG, Venue=ECCV-242026.01 | 46.3 | 37.3 | |
| MMRLBackbone=ViT-B / 16, Pre-trained=CLIP, Source Domain=TAG, Venue=CVPR-252026.01 | 37.4 | 24.7 |