Model Extraction Attack on CIFAR10 (Acc, WSR)
88.12AccComMark
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ComMarkModel Architecture of Adversary=ResNet182025.12 | 88.12 | 98.13 | |
| ComMarkPrimary Task=CIFAR10, Query Set=CIFAR102025.12 | 77.57 | 98.13 | |
| ComMarkModel Architecture of Adversary=ResNet342025.12 | 75.59 | 92.85 | |
| MABModel Architecture of Adversary=ResNet182025.12 | 66.23 | 12.4 | |
| MABPrimary Task=CIFAR10, Query Set=CIFAR102025.12 | 66.23 | 12.4 | |
| AbstractModel Architecture of Adversary=ResNet182025.12 | 65.13 | 72 | |
| AbstractPrimary Task=CIFAR10, Query Set=CIFAR102025.12 | 65.13 | 72 | |
| BlindMarkModel Architecture of Adversary=ResNet342025.12 | 62.09 | 19 | |
| NoiseModel Architecture of Adversary=ResNet182025.12 | 61.8 | 14.06 | |
| NoisePrimary Task=CIFAR10, Query Set=CIFAR102025.12 | 61.8 | 14.06 | |
| MABModel Architecture of Adversary=ResNet342025.12 | 58.99 | 13.6 | |
| NoiseModel Architecture of Adversary=ResNet342025.12 | 53.42 | 6.42 | |
| BlindMarkModel Architecture of Adversary=ResNet182025.12 | 51.21 | 17.4 | |
| BlindMarkPrimary Task=CIFAR10, Query Set=CIFAR102025.12 | 51.21 | 17.4 | |
| ContentModel Architecture of Adversary=ResNet342025.12 | 51.02 | 10.77 | |
| MEADModel Architecture of Adversary=ResNet182025.12 | 50.94 | 95.36 | |
| MEADPrimary Task=CIFAR10, Query Set=CIFAR102025.12 | 50.94 | 95.36 | |
| AbstractModel Architecture of Adversary=ResNet342025.12 | 44.66 | 34 | |
| BlindMarkModel Architecture of Adversary=AlexNet2025.12 | 36.59 | 12.6 | |
| ContentModel Architecture of Adversary=ResNet182025.12 | 36.35 | 9.23 | |
| ContentPrimary Task=CIFAR10, Query Set=CIFAR102025.12 | 36.35 | 9.23 | |
| ComMarkModel Architecture of Adversary=AlexNet2025.12 | 31.83 | 82.49 | |
| NoiseModel Architecture of Adversary=AlexNet2025.12 | 30.53 | 9.12 | |
| ContentModel Architecture of Adversary=AlexNet2025.12 | 29.15 | 19.27 | |
| BlindMarkModel Architecture of Adversary=VGG162025.12 | 28.72 | 13.2 | |
| MEADModel Architecture of Adversary=ResNet342025.12 | 28.5 | 90.8 | |
| ComMarkModel Architecture of Adversary=VGG162025.12 | 27.55 | 76.81 | |
| AbstractModel Architecture of Adversary=AlexNet2025.12 | 27.13 | 36 | |
| MABModel Architecture of Adversary=AlexNet2025.12 | 23.86 | 6.4 | |
| MEADModel Architecture of Adversary=VGG162025.12 | 19.78 | 67.19 | |
| MEADModel Architecture of Adversary=AlexNet2025.12 | 19.58 | 71.94 | |
| ContentModel Architecture of Adversary=VGG162025.12 | 18.97 | 1.54 | |
| AbstractModel Architecture of Adversary=VGG162025.12 | 10 | 10 | |
| NoiseModel Architecture of Adversary=VGG162025.12 | 10 | 52.06 | |
| MABModel Architecture of Adversary=VGG162025.12 | 10 | 11 |