Pre- and post-defense accuracy of attack model on CIFAR-100
| Attack method | Metric | No. defended | Non-member mask | Member mask |
|---|---|---|---|---|
| Ml-leaks | Accuracy | 0.9134 | 0.5000 | 0.5396 |
| Precision | 0.9033 | 0.0000 | 0.5206 | |
| Recall | 0.9702 | 0.0000 | 0.9999 | |
| F1-score | 0.9355 | – | 0.6847 | |
| BlindMI | Accuracy | 0.8830 | 0.5010 | 0.5031 |
| Precision | 0.8119 | 0.5005 | 0.5039 | |
| Recall | 0.9969 | 1.0000 | 0.4033 | |
| F1-score | 0.8958 | 0.6671 | 0.4480 |
| Attack method | Metric | No. defended | Non-member mask | Member mask |
|---|---|---|---|---|
| Ml-leaks | Accuracy | 0.9134 | 0.5000 | 0.5396 |
| Precision | 0.9033 | 0.0000 | 0.5206 | |
| Recall | 0.9702 | 0.0000 | 0.9999 | |
| F1-score | 0.9355 | – | 0.6847 | |
| BlindMI | Accuracy | 0.8830 | 0.5010 | 0.5031 |
| Precision | 0.8119 | 0.5005 | 0.5039 | |
| Recall | 0.9969 | 1.0000 | 0.4033 | |
| F1-score | 0.8958 | 0.6671 | 0.4480 |
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