Image Classification on TQ-DIGIT
64.9AccuracyOmniVaT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OmniVaTVenue=Ours, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 64.9 | — | 69.6 | |
| SPGVenue=ECCV-24, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 60.1 | — | 57.9 | |
| SPGBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 59.4 | 48.6 | — | |
| OmniVaTBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 57.9 | 50.9 | — | |
| LDCBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 54.9 | 35.6 | — | |
| MMRLBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 53.7 | 37.5 | — | |
| PromptStylerBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 51 | 26 | — | |
| CLIPVenue=ICML-21, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 44.4 | — | 39.1 | |
| PromptStylerVenue=ICCV-23, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 43.3 | — | 46.2 | |
| LDCVenue=CVPR-25, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 43.1 | — | 33.3 | |
| CLIPBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 24.2 | 20.4 | — | |
| MMRLVenue=CVPR-25, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 11.6 | — | 8.4 |