Image Classification on CIFAR-10 (Gauss, SUAP, GSUAP, VIP)
95.2Gauss ScoreGSUAP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GSUAPModel=ResNet-50, Ratio (%)=202026.05 | 95.2 | 87.2 | 79.2 | 95.8 | |
| GSUAPModel=ResNet-18, Ratio (%)=202026.05 | 93.6 | 93.2 | 88.6 | 94.5 | |
| GSUAPModel=ResNet-18, Ratio (%)=402026.05 | 87.4 | 81.4 | 36.4 | 94.5 | |
| GSUAPModel=ResNet-18, Ratio (%)=602026.05 | 85.4 | 72 | 13.6 | 94.5 | |
| GSUAPModel=ResNet-50, Ratio (%)=402026.05 | 83.8 | 65.2 | 47.8 | 95.8 | |
| GSUAPModel=ResNet-18, Ratio (%)=802026.05 | 80.2 | 67 | 11 | 94.5 | |
| GSUAPModel=ResNet-50, Ratio (%)=602026.05 | 74.2 | 47.8 | 25.6 | 95.8 | |
| GSUAPModel=ResNet-18, Ratio (%)=1002026.05 | 73.6 | 48.4 | 10.6 | 94.5 | |
| GSUAPModel=ResNet-50, Ratio (%)=802026.05 | 72.6 | 42 | 11.2 | 95.8 | |
| GSUAPModel=ViT-Tiny, Ratio (%)=202026.05 | 71.6 | 49 | 27.8 | 91.8 | |
| GSUAPModel=ResNet-50, Ratio (%)=1002026.05 | 68.6 | 32.4 | 9 | 95.8 | |
| GSUAPModel=ViT-Small, Ratio (%)=202026.05 | 55.6 | 22.6 | 13.6 | 89.4 | |
| GSUAPModel=ViT-Tiny, Ratio (%)=402026.05 | 51 | 16.6 | 11.6 | 91.8 | |
| GSUAPModel=ViT-Tiny, Ratio (%)=602026.05 | 39.8 | 13.6 | 11.8 | 91.8 | |
| GSUAPModel=ViT-Small, Ratio (%)=402026.05 | 36 | 15.2 | 10.2 | 89.4 | |
| GSUAPModel=ViT-Tiny, Ratio (%)=802026.05 | 34.8 | 11.8 | 10.6 | 91.8 | |
| GSUAPModel=ViT-Tiny, Ratio (%)=1002026.05 | 29.8 | 11.2 | 10.6 | 91.8 | |
| GSUAPModel=ViT-Small, Ratio (%)=602026.05 | 27 | 11.2 | 10 | 89.4 | |
| GSUAPModel=ViT-Small, Ratio (%)=802026.05 | 24.8 | 10.6 | 10 | 89.4 | |
| GSUAPModel=ViT-Small, Ratio (%)=1002026.05 | 23.6 | 11.6 | 10 | 89.4 | |
| GSUAPModel=AlexNet, Ratio (%)=202026.05 | 23.5 | 12.7 | 11 | 90.5 | |
| GSUAPModel=AlexNet, Ratio (%)=402026.05 | 20.8 | 11.9 | 11.5 | 90.5 | |
| GSUAPModel=DenseNet, Ratio (%)=202026.05 | 14.2 | 13.5 | 11.3 | 95.8 | |
| GSUAPModel=AlexNet, Ratio (%)=602026.05 | 12.7 | 9.9 | 9.8 | 90.5 | |
| GSUAPModel=AlexNet, Ratio (%)=1002026.05 | 11.4 | 9.2 | 9 | 90.5 | |
| GSUAPModel=AlexNet, Ratio (%)=802026.05 | 11 | 9.2 | 9 | 90.5 | |
| GSUAPModel=DenseNet, Ratio (%)=402026.05 | 10.7 | 10.7 | 9.6 | 95.8 | |
| GSUAPModel=DenseNet, Ratio (%)=602026.05 | 10.6 | 9.6 | 9.3 | 95.8 | |
| GSUAPModel=DenseNet, Ratio (%)=802026.05 | 10.2 | 9.7 | 9 | 95.8 | |
| GSUAPModel=DenseNet, Ratio (%)=1002026.05 | 10.2 | 9.5 | 9 | 95.8 |