Image Classification on OfficeHome (Generalization Error Approximation)
0.08Generalization Error (G(W))Asymm
Evaluation Results
| Method | Links | |
|---|---|---|
| AsymmBackbone=ViT-Base [9]2026.06 | 0.08 | |
| RACBackbone=ViT-Base [9]2026.06 | 0.1 | |
| CoLABackbone=ViT-Base [9]2026.06 | 0.13 | |
| CoLABackbone=ViT-Tiny [9]2026.06 | 0.14 | |
| cLABackbone=ViT-Tiny [9]2026.06 | 0.28 | |
| r-c3LABackbone=ViT-Base [9]2026.06 | 0.28 | |
| cLABackbone=ViT-Base [9]2026.06 | 0.3 | |
| r-cLABackbone=ViT-Tiny [9]2026.06 | 0.31 | |
| c3LABackbone=ViT-Base [9]2026.06 | 0.34 | |
| c3LABackbone=ViT-Tiny [9]2026.06 | 0.49 | |
| r-c3LABackbone=ViT-Tiny [9]2026.06 | 0.5 | |
| r-cLABackbone=ViT-Base [9]2026.06 | 0.52 | |
| RACBackbone=ViT-Tiny [9]2026.06 | 0.89 | |
| LoRABackbone=ViT-Tiny [9]2026.06 | 1 | |
| LoRABackbone=ViT-Base [9]2026.06 | 1 | |
| RACModel (Backbone)=ViT-Base [9], Method category=The Present2026.06 | 1.02 | |
| AsymmBackbone=ViT-Tiny [9]2026.06 | 1.04 | |
| LoRA+Backbone=ViT-Tiny [9]2026.06 | 1.06 | |
| LoRAModel (Backbone)=ViT-Base [9], Method category=The Past2026.06 | 1.07 | |
| LoRA+Backbone=ViT-Base [9]2026.06 | 1.32 | |
| LoRA+Model (Backbone)=ViT-Base [9], Method category=The Present2026.06 | 1.41 | |
| CoLAModel (Backbone)=ViT-Base [9], Method category=The Present2026.06 | 1.43 | |
| cLAModel (Backbone)=ViT-Tiny [9], Method category=The Future2026.06 | 1.98 | |
| r-cLAModel (Backbone)=ViT-Tiny [9], Method category=The Future2026.06 | 2.16 | |
| r-c3LAModel (Backbone)=ViT-Base [9], Method category=The Future2026.06 | 3 | |
| cLAModel (Backbone)=ViT-Base [9], Method category=The Future2026.06 | 3.16 | |
| c3LAModel (Backbone)=ViT-Tiny [9], Method category=The Future2026.06 | 3.4 | |
| FFTBackbone=ViT-Base [9]2026.06 | 3.42 | |
| r-c3LAModel (Backbone)=ViT-Tiny [9], Method category=The Future2026.06 | 3.51 | |
| c3LAModel (Backbone)=ViT-Base [9], Method category=The Future2026.06 | 3.62 | |
| FFTModel (Backbone)=ViT-Base [9], Method category=The Past2026.06 | 3.66 | |
| FFTModel (Backbone)=ViT-Tiny [9], Method category=The Past2026.06 | 4.85 | |
| r-cLAModel (Backbone)=ViT-Base [9], Method category=The Future2026.06 | 5.53 | |
| RACModel (Backbone)=ViT-Tiny [9], Method category=The Present2026.06 | 6.17 | |
| LoRAModel (Backbone)=ViT-Tiny [9], Method category=The Past2026.06 | 6.96 | |
| FFTBackbone=ViT-Tiny [9]2026.06 | 6.97 | |
| AsymmModel (Backbone)=ViT-Tiny [9], Method category=The Present2026.06 | 7.22 | |
| LoRA+Model (Backbone)=ViT-Tiny [9], Method category=The Present2026.06 | 7.39 | |
| AsymmModel (Backbone)=ViT-Base [9], Method category=The Present2026.06 | 8.52 | |
| CoLAModel (Backbone)=ViT-Tiny [9], Method category=The Present2026.06 | 9.55 |