Model Stealing Attack on STL10
94.2AgreementCont-Steal
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Cont-StealTarget Model=ViT2022.01 | 94.2 | — | |
| Cont-StealTarget Model=CLIP2022.01 | 90.5 | — | |
| Cont-StealTarget Encoder training set=CIFAR10, Downstream Classifier training set=CIFAR102022.01 | 82.9 | 82.8 | |
| INFONCETarget Encoder training set=CIFAR10, Downstream Classifier training set=CIFAR102022.01 | 80.6 | 79.7 | |
| StolenEncoderTarget Encoder training set=CIFAR10, Downstream Classifier training set=CIFAR102022.01 | 76.6 | 76.7 | |
| Cont-StealTarget Model=MAE2022.01 | 62.4 | — | |
| ConventionalTarget Model=ViT2022.01 | 55.3 | — | |
| ConventionalTarget Model=CLIP2022.01 | 55 | — | |
| BaselineTarget Encoder training set=CIFAR10, Downstream Classifier training set=CIFAR102022.01 | 49.9 | 50 | |
| ConventionalTarget Model=MAE2022.01 | 45.1 | — | |
| KL DivergenceTarget Encoder training set=CIFAR10, Downstream Classifier training set=CIFAR102022.01 | 17.8 | 16.2 |