Domain Generalization on TQ-DuraGel (unseen target domains)
65TAG AccuracyOmniVaT
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OmniVaTVenue=Ours, Backbone=ViT-B / 16, Pre-trained weights=CLIP2026.01 | 65 | 62.6 | 57.3 | 52.4 | — | — | — | — | 59.5 | 60 | 64.1 | 65.1 | 62.4 | 67.2 | 61.2 | 60.3 | 59.2 | 54.4 | |
| OmniVaTVenue=Ours, Backbone=ViT-B / 16, Pre-trained=CLIP [31]2026.01 | 57.2 | 57 | 58.3 | 49.8 | 47.8 | 39.8 | 49.3 | 36.9 | 64.1 | 69.6 | 56 | 49.3 | 61.2 | 60 | 56.3 | 51.8 | — | — | |
| SPGVenue=ECCV-24, Backbone=ViT-B / 16, Pre-trained weights=CLIP2026.01 | 56.8 | 53 | 49 | 42.2 | — | — | — | — | 53.6 | 45.6 | 58.2 | 46 | 35.9 | 27.9 | 49.4 | 42 | 42.9 | 37.1 | |
| SPGVenue=ECCV-24, Backbone=ViT-B / 16, Pre-trained=CLIP [31]2026.01 | 54 | 53.1 | 50.6 | 43.2 | 38.8 | 34.9 | 40.7 | 34.6 | 65.2 | 63.8 | 56.2 | 44.1 | 55.5 | 50.2 | 51.6 | 46.3 | — | — | |
| LDCVenue=CVPR-25, Backbone=ViT-B / 16, Pre-trained=CLIP [31]2026.01 | 53.3 | 51.7 | 38.4 | 29.8 | 47.3 | 26.1 | 43.8 | 25.2 | 52.6 | 48.4 | 54.4 | 50.5 | 54.7 | 36.6 | 49.2 | 38.3 | — | — | |
| CLIPVenue=ICML-21, Backbone=ViT-B / 16, Pre-trained=CLIP [31]2026.01 | 53 | 40.4 | 46.7 | 40.6 | 45.8 | 26.1 | 41.2 | 33.7 | 44.4 | 39.1 | 57.3 | 34.1 | 37.3 | 30.7 | 46.5 | 35 | — | — | |
| CLIPVenue=ICML-21, Backbone=ViT-B / 16, Pre-trained weights=CLIP2026.01 | 51.4 | 49.8 | 49 | 48.8 | — | — | — | — | 37.3 | 32.6 | 47.5 | 31.8 | 56.9 | 51.5 | 47.8 | 41.1 | 44.4 | 31.8 | |
| MMRLVenue=CVPR-25, Backbone=ViT-B / 16, Pre-trained weights=CLIP2026.01 | 49.3 | 44.1 | 45.5 | 36.6 | — | — | — | — | 47.3 | 40.2 | 47.7 | 46.9 | 40.3 | 33.8 | 42.3 | 37.2 | 23.6 | 21.8 | |
| LDCVenue=CVPR-25, Backbone=ViT-B / 16, Pre-trained weights=CLIP2026.01 | 49.2 | 47.9 | 49.7 | 50.6 | — | — | — | — | 51.3 | 41 | 52.4 | 44.2 | 53 | 35.6 | 52.2 | 43.8 | 57.4 | 43.6 | |
| PromptStylerVenue=ICCV-23, Backbone=ViT-B / 16, Pre-trained=CLIP [31]2026.01 | 46.9 | 46 | 58.4 | 47.7 | 47.9 | 36.6 | 41.8 | 38.2 | 54.3 | 59.1 | 53.4 | 47.5 | 59.6 | 61.9 | 51.8 | 48.1 | — | — | |
| PromptStylerVenue=ICCV-23, Backbone=ViT-B / 16, Pre-trained weights=CLIP2026.01 | 33.8 | 27.8 | 35.2 | 20.9 | — | — | — | — | 34.7 | 23.8 | 32.8 | 17.3 | 60.5 | 56.7 | 38 | 26.7 | 30.8 | 13.5 | |
| MMRLVenue=CVPR-25, Backbone=ViT-B / 16, Pre-trained=CLIP [31]2026.01 | 25 | 10.6 | 31.9 | 12.1 | 27.8 | 11 | 25 | 10 | 29 | 12 | 36.6 | 26.2 | 32.1 | 19 | 29.6 | 14.4 | — | — |