Image Classification on CIFAR-10 (Normalized Generalization Error)
0.52Normalized Generalization ErrorFFT
Evaluation Results
| Method | Links | |
|---|---|---|
| FFTBackbone=ViT-Base [9]2026.06 | 0.52 | |
| FFTBackbone=ViT-Tiny [9]2026.06 | 0.54 | |
| LoRA+Backbone=ViT-Base [9]2026.06 | 0.96 | |
| LoRABackbone=ViT-Tiny [9]2026.06 | 1 | |
| LoRABackbone=ViT-Base [9]2026.06 | 1 | |
| LoRA+Backbone=ViT-Tiny [9]2026.06 | 1.06 | |
| CoLABackbone=ViT-Tiny [9]2026.06 | 1.09 | |
| r-c3LABackbone=ViT-Tiny [9]2026.06 | 1.11 | |
| r-c3LABackbone=ViT-Base [9]2026.06 | 1.12 | |
| c3LABackbone=ViT-Tiny [9]2026.06 | 1.15 | |
| CoLABackbone=ViT-Base [9]2026.06 | 1.15 | |
| r-cLABackbone=ViT-Tiny [9]2026.06 | 1.18 | |
| r-cLABackbone=ViT-Base [9]2026.06 | 1.18 | |
| cLABackbone=ViT-Tiny [9]2026.06 | 1.19 | |
| RACBackbone=ViT-Tiny [9]2026.06 | 1.2 | |
| RACBackbone=ViT-Base [9]2026.06 | 1.2 | |
| cLABackbone=ViT-Base [9]2026.06 | 1.21 | |
| c3LABackbone=ViT-Base [9]2026.06 | 1.22 | |
| AsymmBackbone=ViT-Base [9]2026.06 | 1.24 | |
| AsymmBackbone=ViT-Tiny [9]2026.06 | 1.27 |