Image Classification on CIFAR-10 (Deployment/Verification Metrics)
94.89Deployment AccuracySteganographic Passport
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Steganographic PassportBackbone=ResNet-18, Normalization=BN2024.04 | 94.89 | 94.89 | |
| PANBackbone=ResNet-18, Normalization=BN2024.04 | 94.7 | 94.61 | |
| CleanBackbone=ResNet-18, Normalization=BN2024.04 | 94.69 | — | |
| TdNBackbone=ResNet-18, Normalization=BN2024.04 | 94.65 | 94.68 | |
| CleanBackbone=ResNet-18, Normalization=GN2024.04 | 93.85 | — | |
| DeepIPRBackbone=ResNet-18, Normalization=GN2024.04 | 93.81 | 93.69 | |
| Steganographic PassportBackbone=ResNet-18, Normalization=GN2024.04 | 93.79 | 93.8 | |
| PANBackbone=ResNet-18, Normalization=GN2024.04 | 93.63 | 93.67 | |
| TdNBackbone=ResNet-18, Normalization=GN2024.04 | 93.57 | 93.57 | |
| DeepIPRBackbone=ResNet-18, Normalization=BN2024.04 | 93.04 | 94.05 | |
| PANBackbone=AlexNet, Normalization=BN2024.04 | 91.51 | 91.29 | |
| Steganographic PassportBackbone=AlexNet, Normalization=BN2024.04 | 91.39 | 91.38 | |
| TdNBackbone=AlexNet, Normalization=BN2024.04 | 91.28 | 91.02 | |
| CleanBackbone=AlexNet, Normalization=BN2024.04 | 91.2 | — | |
| CleanBackbone=AlexNet, Normalization=GN2024.04 | 90.27 | — | |
| PANBackbone=AlexNet, Normalization=GN2024.04 | 90.22 | 90.39 | |
| TdNBackbone=AlexNet, Normalization=GN2024.04 | 90.08 | 89.8 | |
| DeepIPRBackbone=AlexNet, Normalization=GN2024.04 | 89.9 | 90.2 | |
| Steganographic PassportBackbone=AlexNet, Normalization=GN2024.04 | 89.77 | 89.77 | |
| DeepIPRBackbone=AlexNet, Normalization=BN2024.04 | 81.8 | 90.76 |