Ownership Verification on CIFAR-100
96.3AUCAnaFP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AnaFPModification=Pruning2026.03 | 96.3 | — | — | — | — | |
| AnaFPModification=N-finetune2026.03 | 95.7 | — | — | — | — | |
| AnaFPModification=P-finetune2026.03 | 95.6 | — | — | — | — | |
| AnaFPModification=Finetuning2026.03 | 95.4 | — | — | — | — | |
| ADV-TRAModification=Pruning2026.03 | 95.3 | — | — | — | — | |
| AnaFPModification=AT2026.03 | 93 | — | — | — | — | |
| AKHModification=Pruning2026.03 | 91.5 | — | — | — | — | |
| ADV-TRAModification=Finetuning2026.03 | 90.4 | — | — | — | — | |
| GMFIPModification=P-finetune2026.03 | 90.2 | — | — | — | — | |
| ADV-TRAModification=N-finetune2026.03 | 90.1 | — | — | — | — | |
| ADV-TRAModification=P-finetune2026.03 | 89.8 | — | — | — | — | |
| UAPModification=Pruning2026.03 | 89.7 | — | — | — | — | |
| ADV-TRAModification=AT2026.03 | 88.6 | — | — | — | — | |
| GMFIPModification=Pruning2026.03 | 88.5 | — | — | — | — | |
| AKHModification=P-finetune2026.03 | 87.8 | — | — | — | — | |
| GMFIPModification=N-finetune2026.03 | 87.7 | — | — | — | — | |
| UAPModification=P-finetune2026.03 | 85.9 | — | — | — | — | |
| UAPModification=Finetuning2026.03 | 85.2 | — | — | — | — | |
| UAPModification=N-finetune2026.03 | 85.2 | — | — | — | — | |
| IPGuardModification=Pruning2026.03 | 84.5 | — | — | — | — | |
| AKHModification=Finetuning2026.03 | 83.8 | — | — | — | — | |
| AKHModification=N-finetune2026.03 | 82.9 | — | — | — | — | |
| IPGuardModification=Finetuning2026.03 | 81.1 | — | — | — | — | |
| UAPModification=AT2026.03 | 80.2 | — | — | — | — | |
| GMFIPModification=Finetuning2026.03 | 79.4 | — | — | — | — | |
| IPGuardModification=N-finetune2026.03 | 76.3 | — | — | — | — | |
| AKHModification=AT2026.03 | 76.2 | — | — | — | — | |
| IPGuardModification=P-finetune2026.03 | 75 | — | — | — | — | |
| MarginFingerModification=Pruning2026.03 | 73.7 | — | — | — | — | |
| IPGuardModification=AT2026.03 | 72.1 | — | — | — | — | |
| GMFIPModification=AT2026.03 | 72.1 | — | — | — | — | |
| MarginFingerModification=AT2026.03 | 67.9 | — | — | — | — | |
| MarginFingerModification=Finetuning2026.03 | 66.7 | — | — | — | — | |
| MarginFingerModification=N-finetune2026.03 | 65.3 | — | — | — | — | |
| AKHModification=Prune-KD2026.03 | 60.1 | — | — | — | — | |
| UAPModification=KD2026.03 | 59.8 | — | — | — | — | |
| AnaFPModification=KD2026.03 | 59.6 | — | — | — | — | |
| AKHModification=KD2026.03 | 59.2 | — | — | — | — | |
| UAPModification=Prune-KD2026.03 | 58.3 | — | — | — | — | |
| AnaFPModification=Prune-KD2026.03 | 57.4 | — | — | — | — | |
| ADV-TRAModification=KD2026.03 | 56.1 | — | — | — | — | |
| MarginFingerModification=P-finetune2026.03 | 55.3 | — | — | — | — | |
| GMFIPModification=KD2026.03 | 54.8 | — | — | — | — | |
| ADV-TRAModification=Prune-KD2026.03 | 54.4 | — | — | — | — | |
| MarginFingerModification=KD2026.03 | 51.9 | — | — | — | — | |
| GMFIPModification=Prune-KD2026.03 | 51.6 | — | — | — | — | |
| IPGuardModification=Prune-KD2026.03 | 49.6 | — | — | — | — | |
| MarginFingerModification=Prune-KD2026.03 | 48.8 | — | — | — | — | |
| IPGuardModification=KD2026.03 | 46.1 | — | — | — | — | |
| DeepIPRBackbone=ResNet-182024.04 | — | 62.92 | 64.06 | 100 | 49.49 | |
| DeepIPRBackbone=AlexNet2024.04 | — | 46.61 | 51.97 | 100 | 50.11 | |
| PANBackbone=ResNet-182024.04 | — | 75.28 | 75.1 | 100 | 49.57 | |
| PANBackbone=AlexNet2024.04 | — | 68.36 | 60.29 | 100 | 49.87 | |
| Steganographic PassportBackbone=ResNet-182024.04 | — | 75.85 | 50.27 | 99.96 | 49.18 | |
| Steganographic PassportBackbone=AlexNet2024.04 | — | 67.38 | 1.02 | 96.75 | 49.72 | |
| TdNBackbone=ResNet-182024.04 | — | 75.91 | 66.66 | 100 | 48.2 | |
| TdNBackbone=AlexNet2024.04 | — | 66.96 | 1.65 | 98.96 | 49.78 |