Trojan Detection on CelebA
10True Positives (TP)FeatuRE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FeatuREAttack=BadNet2026.05 | 10 | 4 | 0 | 6 | 80 | |
| FeatuREAttack=Input-Aware2026.05 | 10 | 4 | 0 | 6 | 80 | |
| FeatuREAttack=Wanet2026.05 | 10 | 4 | 0 | 6 | 80 | |
| FeatuREAttack=SSBA2026.05 | 9 | 4 | 1 | 6 | 75 | |
| FeatuREAttack=TrojanNN2026.05 | 9 | 4 | 1 | 6 | 75 | |
| MISTAttack=TrojanNN2026.05 | 9 | 0 | 1 | 10 | 95 | |
| MISTAttack=Blended2026.05 | 8 | 0 | 2 | 10 | 90 | |
| MISTAttack=BadNet2026.05 | 7 | 0 | 3 | 10 | 85 | |
| ABSAttack=Input-Aware2026.05 | 7 | 1 | 3 | 9 | 80 | |
| MISTAttack=Input-Aware2026.05 | 7 | 0 | 3 | 10 | 85 | |
| MISTAttack=Refool2026.05 | 7 | 0 | 3 | 10 | 85 | |
| MISTAttack=SIG2026.05 | 7 | 0 | 3 | 10 | 85 | |
| MISTAttack=SSBA2026.05 | 7 | 0 | 3 | 10 | 85 | |
| NCAttack=TrojanNN2026.05 | 7 | 1 | 3 | 9 | 80 | |
| ABSAttack=Blended2026.05 | 6 | 1 | 4 | 9 | 75 | |
| FeatuREAttack=Refool2026.05 | 6 | 4 | 4 | 6 | 60 | |
| FeatuREAttack=SIG2026.05 | 6 | 4 | 4 | 6 | 60 | |
| ABSAttack=SSBA2026.05 | 6 | 1 | 4 | 9 | 75 | |
| ABSAttack=BadNet2026.05 | 5 | 1 | 5 | 9 | 70 | |
| ABSAttack=SIG2026.05 | 5 | 1 | 5 | 9 | 70 | |
| MISTAttack=Wanet2026.05 | 5 | 0 | 5 | 10 | 75 | |
| NCAttack=BadNet2026.05 | 4 | 1 | 6 | 9 | 65 | |
| NCAttack=Input-Aware2026.05 | 4 | 1 | 6 | 9 | 65 | |
| ABSAttack=Refool2026.05 | 4 | 1 | 6 | 9 | 65 | |
| FeatuREAttack=Blended2026.05 | 3 | 4 | 7 | 6 | 45 | |
| ABSAttack=TrojanNN2026.05 | 3 | 1 | 7 | 9 | 60 | |
| NCAttack=Blended2026.05 | 2 | 1 | 8 | 9 | 55 | |
| NCAttack=Wanet2026.05 | 2 | 1 | 8 | 9 | 55 | |
| ABSAttack=Wanet2026.05 | 2 | 1 | 8 | 9 | 55 | |
| NCAttack=Refool2026.05 | 1 | 1 | 9 | 9 | 50 | |
| NCAttack=SSBA2026.05 | 1 | 1 | 9 | 9 | 50 | |
| NCAttack=SIG2026.05 | 0 | 1 | 10 | 9 | 45 |