Open Access
Table 4.
Our defense method ATA on different attack methods
| SSL Methods | Attack Methods | Defense method | ACC | ASR | PACC |
|---|---|---|---|---|---|
| SimCLR | SSL_Backdoor | None | 79.58 | 24.56 | 50.25 |
| ATA | 80.02 | 1.25 | 79.22 | ||
| CTRL | None | 80.41 | 78.56 | 16.56 | |
| ATA | 81.90 | 2.34 | 78.49 | ||
| BadEncoder | None | 81.55 | 92.47 | 4.24 | |
| ATA | 81.27 | 1.27 | 77.25 | ||
| SSL_Backdoor | None | 81.11 | 20.91 | 52.71 | |
| ATA | 82.77 | 2.33 | 74.29 | ||
| BYOL | CTRL | None | 81.95 | 80.02 | 16.23 |
| ATA | 81.03 | 1.97 | 77.81 | ||
| None | 82.77 | 93.19 | 3.18 | ||
| BadEncoder | ATA | 81.99 | 2.35 | 76.92 |
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