Image Classification on TQ-DuraGel
60.2AccuracyLDC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LDCBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 60.2 | 42.4 | — | |
| CLIPBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 57.5 | 27.3 | — | |
| OmniVaTBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 57.1 | 53.3 | — | |
| OmniVaTVenue=Ours, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 56.3 | — | 60.5 | |
| SPGVenue=ECCV-24, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 54.5 | — | 51.5 | |
| SPGBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 54.4 | 50.9 | — | |
| PromptStylerBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 52.6 | 35.2 | — | |
| MMRLBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 50.9 | 26.2 | — | |
| PromptStylerVenue=ICCV-23, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 47.5 | — | 35 | |
| LDCVenue=CVPR-25, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 41.2 | — | 33.9 | |
| CLIPVenue=ICML-21, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 37.3 | — | 30.7 | |
| MMRLVenue=CVPR-25, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 30.7 | — | 19.7 |