Image Classification on CIFAR-10 (test) (Test Accuracy and Normalized Accuracy)
99Test AccuracyAsym
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AsymModel=ViT-Base, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 99 | 1.004 | |
| RACModel=ViT-Base, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 99 | 1.004 | |
| r-c3LAModel=ViT-Base, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 98.8 | 1.001 | |
| D-PaCAModel=ViT-Base, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 98.8 | 1.002 | |
| r-cLAModel=ViT-Base, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 98.7 | 1.001 | |
| LoRAModel=ViT-Base, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 98.6 | 1 | |
| CoLAModel=ViT-Base, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 98.6 | 1 | |
| cLAModel=ViT-Base, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 98.6 | 0.999 | |
| c3LAModel=ViT-Base, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 98.6 | 0.999 | |
| PaCAModel=ViT-Base, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 98.6 | 1 | |
| C-PaCAModel=ViT-Base, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 98.5 | 0.999 | |
| FFTModel=ViT-Base, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 95 | 0.963 | |
| AsymModel=ViT-Tiny, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 94.2 | 1.005 | |
| RACModel=ViT-Tiny, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 94.2 | 1.005 | |
| D-PaCAModel=ViT-Tiny, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 94.1 | 1.004 | |
| cLAModel=ViT-Tiny, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 94 | 1.003 | |
| PaCAModel=ViT-Tiny, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 94 | 1.003 | |
| C-PaCAModel=ViT-Tiny, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 94 | 1.003 | |
| c3LAModel=ViT-Tiny, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 93.9 | 1.002 | |
| r-cLAModel=ViT-Tiny, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 93.9 | 1.001 | |
| CoLAModel=ViT-Tiny, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 93.8 | 1.001 | |
| r-c3LAModel=ViT-Tiny, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 93.8 | 1.001 | |
| LoRAModel=ViT-Tiny, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 93.7 | 1 | |
| FFTModel=ViT-Tiny, Rank (r)=16, Target Modules=Query, Value, Classification Head, Number of seeds=32026.06 | 93.5 | 0.997 |