Image Classification on Average
90.2AccuracyFF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FFBackbone=ViT-Large, Method=FF, # Params=303.3M2026.05 | 90.2 | — | — | |
| GPartBackbone=ViT-Large, Method=GPart (Ours), # Params=144K2026.05 | 88.14 | — | — | |
| Uni-LoRABackbone=ViT-Large, Method=Uni-LoRA, # Params=144K2026.05 | 88 | — | — | |
| FourierFTBackbone=ViT-Large, Method=FourierFT, # Params=480K2026.05 | 86.68 | — | — | |
| FFBackbone=ViT-Base, Method=FF, # Params=85.8M2026.05 | 86.49 | — | — | |
| GPartBackbone=ViT-Base, Method=GPart (Ours), # Params=72K2026.05 | 86.19 | — | — | |
| Uni-LoRABackbone=ViT-Base, Method=Uni-LoRA, # Params=72K2026.05 | 85.15 | — | — | |
| FourierFTBackbone=ViT-Large, Method=FourierFT, # Params=144K2026.05 | 83.71 | — | — | |
| FourierFTBackbone=ViT-Base, Method=FourierFT, # Params=239K2026.05 | 80.29 | — | — | |
| FourierFTBackbone=ViT-Base, Method=FourierFT, # Params=72K2026.05 | 77.75 | — | — | |
| LPBackbone=ViT-Large, Method=LP, # Params=02026.05 | 72.96 | — | — | |
| LPBackbone=ViT-Base, Method=LP, # Params=02026.05 | 68.36 | — | — | |
| OmniVaTVenue=Ours, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 57.3 | — | 53.5 | |
| OmniVaTBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 54.1 | 47.9 | — | |
| SPGVenue=ECCV-24, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 53.8 | — | 48.6 | |
| LDCBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 52.9 | 34.9 | — | |
| SPGBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 50.4 | 43.8 | — | |
| PromptStylerBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 49.4 | 30.9 | — | |
| MMRLBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 48.8 | 34.8 | — | |
| PromptStylerVenue=ICCV-23, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 47 | — | 39.8 | |
| CLIPVenue=ICML-21, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 46.5 | — | 37.4 | |
| LDCVenue=CVPR-25, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 44.7 | — | 35.3 | |
| CLIPBackbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-T3D2026.01 | 42.6 | 30.8 | — | |
| MMRLVenue=CVPR-25, Backbone=ViT-B/16, Pre-trained=CLIP [31], Source Domain=TQ-GelMini2026.01 | 27.3 | — | 15.2 |