Image Classification on OF A 2.0
53.6AccuracyOmniVaT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OmniVaTVenue=Ours, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 53.6 | — | 39.8 | |
| SPGVenue=ECCV-24, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 51.2 | — | 38 | |
| PromptStylerVenue=ICCV-23, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 50.7 | — | 36.2 | |
| MMRLBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 47.5 | 31.1 | — | |
| OmniVaTBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 47.1 | 30.2 | — | |
| LDCVenue=CVPR-25, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 47.1 | — | 32.8 | |
| LDCBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 46.5 | 21.3 | — | |
| CLIPBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 45.8 | 26.1 | — | |
| CLIPVenue=ICML-21, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 45.8 | — | 26.1 | |
| SPGBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 45.4 | 27.8 | — | |
| PromptStylerBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 43.3 | 21.4 | — | |
| MMRLVenue=CVPR-25, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 27.8 | — | 11 |