Image Classification on SVHN (Gauss, SUAP, GSUAP, VIP)
68.4GaussGSUAP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GSUAPModel=ResNet-50, Ratio (%)=202026.05 | 68.4 | 25.3 | 10.8 | 96.6 | |
| GSUAPModel=ViT-Tiny, Ratio (%)=202026.05 | 67.8 | 19.8 | 24.1 | 96.3 | |
| GSUAPModel=ResNet-50, Ratio (%)=402026.05 | 65.8 | 21.4 | 9.5 | 96.6 | |
| GSUAPModel=ResNet-18, Ratio (%)=202026.05 | 64.6 | 13.2 | 8.1 | 96.1 | |
| GSUAPModel=ResNet-18, Ratio (%)=402026.05 | 60.3 | 11.1 | 7.4 | 96.1 | |
| GSUAPModel=ResNet-50, Ratio (%)=602026.05 | 59.4 | 19.4 | 9.8 | 96.6 | |
| GSUAPModel=ResNet-50, Ratio (%)=802026.05 | 52.7 | 19.2 | 9.5 | 96.6 | |
| GSUAPModel=ResNet-18, Ratio (%)=602026.05 | 50.8 | 10.9 | 7.2 | 96.1 | |
| GSUAPModel=ResNet-50, Ratio (%)=1002026.05 | 48.6 | 19.2 | 9.4 | 96.6 | |
| GSUAPModel=ResNet-18, Ratio (%)=802026.05 | 46.5 | 10.8 | 6.6 | 96.1 | |
| GSUAPModel=ResNet-18, Ratio (%)=1002026.05 | 44 | 10.8 | 6.6 | 96.1 | |
| GSUAPModel=ViT-Small, Ratio (%)=202026.05 | 43.7 | 23.6 | 21.8 | 97.6 | |
| GSUAPModel=ViT-Tiny, Ratio (%)=402026.05 | 43 | 18.4 | 18.1 | 96.3 | |
| GSUAPModel=ViT-Tiny, Ratio (%)=602026.05 | 32.5 | 11.2 | 10.8 | 96.3 | |
| GSUAPModel=AlexNet, Ratio (%)=202026.05 | 28 | 15.7 | 10.5 | 95.4 | |
| GSUAPModel=AlexNet, Ratio (%)=402026.05 | 27.3 | 11.7 | 7.3 | 95.4 | |
| GSUAPModel=AlexNet, Ratio (%)=602026.05 | 26.8 | 8 | 6 | 95.4 | |
| GSUAPModel=ViT-Tiny, Ratio (%)=802026.05 | 26 | 10.3 | 10.8 | 96.3 | |
| GSUAPModel=ViT-Small, Ratio (%)=402026.05 | 25.9 | 22 | 21 | 97.6 | |
| GSUAPModel=ViT-Tiny, Ratio (%)=1002026.05 | 22.2 | 10.2 | 10.8 | 96.3 | |
| GSUAPModel=AlexNet, Ratio (%)=802026.05 | 20.7 | 7.1 | 6 | 95.4 | |
| GSUAPModel=ViT-Small, Ratio (%)=602026.05 | 20 | 18.2 | 18.9 | 97.6 | |
| GSUAPModel=ViT-Small, Ratio (%)=802026.05 | 20 | 13.2 | 14.6 | 97.6 | |
| GSUAPModel=ViT-Small, Ratio (%)=1002026.05 | 20 | 13.2 | 11 | 97.6 | |
| GSUAPModel=AlexNet, Ratio (%)=1002026.05 | 16.7 | 7.1 | 6 | 95.4 | |
| GSUAPModel=DenseNet, Ratio (%)=202026.05 | 15.8 | 15.6 | 9.9 | 96.1 | |
| GSUAPModel=DenseNet, Ratio (%)=402026.05 | 15.4 | 14.6 | 8 | 96.1 | |
| GSUAPModel=DenseNet, Ratio (%)=602026.05 | 13.1 | 14.1 | 7.7 | 96.1 | |
| GSUAPModel=DenseNet, Ratio (%)=802026.05 | 10.5 | 9.4 | 7.6 | 96.1 | |
| GSUAPModel=DenseNet, Ratio (%)=1002026.05 | 9.9 | 8.5 | 7.7 | 96.1 |