Image Classification on CIFAR-100 (Accuracy and Parameter Efficiency)
94.14AccuracyFull
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FullArchitecture=ConvNeXt-B2023.12 | 94.14 | 100 | |
| GPSArchitecture=ViT-B/162023.12 | 94.02 | 0.68 | |
| SSFArchitecture=ViT-B/162023.12 | 93.99 | 0.33 | |
| FullArchitecture=Swin-B2023.12 | 93.85 | 100 | |
| FullArchitecture=ViT-B/162023.12 | 93.82 | 100 | |
| GPSArchitecture=ConvNeXt-B2023.12 | 93.58 | 0.9 | |
| GPSArchitecture=Swin-B2023.12 | 93.55 | 0.96 | |
| SSFArchitecture=ConvNeXt-B2023.12 | 93.45 | 0.42 | |
| BiasArchitecture=ViT-B/162023.12 | 93.39 | 0.21 | |
| AdapterArchitecture=ViT-B/162023.12 | 93.34 | 0.36 | |
| VPT-DeepArchitecture=ViT-B/162023.12 | 93.17 | 1.43 | |
| SSFArchitecture=Swin-B2023.12 | 93.06 | 0.43 | |
| AdapterArchitecture=ConvNeXt-B2023.12 | 92.86 | 0.52 | |
| BiasArchitecture=ConvNeXt-B2023.12 | 92.8 | 0.27 | |
| VPT-DeepArchitecture=Swin-B2023.12 | 92.62 | 0.81 | |
| AdapterArchitecture=Swin-B2023.12 | 92.49 | 0.38 | |
| BiasArchitecture=Swin-B2023.12 | 92.19 | 0.28 | |
| VPT-ShallowArchitecture=ViT-B/162023.12 | 90.38 | 1.07 | |
| VPT-ShallowArchitecture=Swin-B2023.12 | 90.02 | 0.15 | |
| LinearArchitecture=Swin-B2023.12 | 89.27 | 0.12 | |
| LinearArchitecture=ConvNeXt-B2023.12 | 89.2 | 0.12 | |
| LinearArchitecture=ViT-B/162023.12 | 88.7 | 0.09 | |
| SVD-ViTComponents=SPC + SSVA, Layer=92026.02 | 88.05 | — | |
| SVD-ViTComponents=SPC + SSVA, Layer=112026.02 | 87.8 | — | |
| SVD-ViTComponents=SPC + SSVA, Layer=102026.02 | 87.72 | — | |
| SVD-ViTComponents=SPC + SSVA + ID-RSVD, Layer=112026.02 | 87.66 | — | |
| SVD-ViTComponents=SPC + SSVA + ID-RSVD, Layer=102026.02 | 87.6 | — | |
| SVD-ViTComponents=SPC, Layer=102026.02 | 87.42 | — | |
| SVD-ViTComponents=SPC + ID-RSVD, Layer=112026.02 | 87.4 | — | |
| SVD-ViTComponents=SPC, Layer=92026.02 | 87.32 | — | |
| SVD-ViTComponents=SPC + SSVA + ID-RSVD, Layer=92026.02 | 87.29 | — | |
| SVD-ViTComponents=SPC + ID-RSVD, Layer=92026.02 | 87.16 | — | |
| SVD-ViTComponents=SPC, Layer=112026.02 | 87.09 | — | |
| ViTCLS=1, Layer=-2026.02 | 86.88 | — | |
| SVD-ViTComponents=SPC + ID-RSVD, Layer=102026.02 | 86.83 | — | |
| ViTCLS=8, Layer=-2026.02 | 86.79 | — |