Image Classification on TQ-DIGIT unseen target
61.3AccuracyOmniVaT
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OmniVaTBackbone=ViT-B / 16, Pre-trained=CLIP, Source Domain=TAG, Venue=Ours2026.01 | 61.3 | 60 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PromptStylerBackbone=ViT-B / 16, Pre-trained=CLIP, Source Domain=TAG, Venue=ICCV-232026.01 | 59.3 | 58.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMRLBackbone=ViT-B / 16, Pre-trained=CLIP, Source Domain=TAG, Venue=CVPR-252026.01 | 53.1 | 46.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPGBackbone=ViT-B / 16, Pre-trained=CLIP, Source Domain=TAG, Venue=ECCV-242026.01 | 52.8 | 52.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LDCBackbone=ViT-B / 16, Pre-trained=CLIP, Source Domain=TAG, Venue=CVPR-252026.01 | 49.4 | 47.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIPBackbone=ViT-B / 16, Pre-trained=CLIP, Source Domain=TAG, Venue=ICML-212026.01 | 37.3 | 32.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIPVenue=ICML-21, Backbone=ViT-B/16, Pre-trained weights=CLIP [31]2026.01 | — | — | 53 | 40.4 | 46.7 | 40.6 | 45.8 | 26.1 | 41.2 | 33.7 | 57.3 | 34.1 | 37.3 | 30.7 | 56.9 | 51.5 | 48.3 | 36.7 | |
| LDCVenue=CVPR-25, Backbone=ViT-B/16, Pre-trained weights=CLIP [31]2026.01 | — | — | 53.4 | 51.7 | 56.1 | 49.6 | 54.9 | 25.3 | 44.7 | 33.3 | 54.9 | 38.6 | 55.4 | 41.9 | 57 | 32.1 | 53.8 | 38.9 | |
| MMRLVenue=CVPR-25, Backbone=ViT-B/16, Pre-trained weights=CLIP [31]2026.01 | — | — | 28.4 | 17.3 | 31.9 | 12.8 | 27.8 | 10.9 | 26.8 | 13.5 | 50.3 | 26.4 | 46.7 | 23.5 | 39.9 | 21.1 | 36 | 17.9 | |
| OmniVaTVenue=Ours, Backbone=ViT-B/16, Pre-trained weights=CLIP [31]2026.01 | — | — | 55.7 | 52.2 | 61.8 | 51.7 | 57.8 | 36.6 | 44.3 | 35.2 | 57.8 | 52.8 | 58.2 | 63.5 | 58.9 | 59 | 56.4 | 50.1 | |
| PromptStylerVenue=ICCV-23, Backbone=ViT-B/16, Pre-trained weights=CLIP [31]2026.01 | — | — | 52.4 | 47.7 | 61.3 | 50.5 | 52 | 36.8 | 45.4 | 38.6 | 58.9 | 53.3 | 58.6 | 46.7 | 51.8 | 56.8 | 54.3 | 47.2 | |
| SPGVenue=ECCV-24, Backbone=ViT-B/16, Pre-trained weights=CLIP [31]2026.01 | — | — | 53.4 | 50.8 | 56.4 | 51.1 | 49.9 | 37.7 | 42.4 | 35.7 | 60.5 | 57.9 | 55.1 | 45 | 54.1 | 50 | 53.1 | 46.9 |