Backdoor Sample Detection on CIFAR-10 imbalanced mu=0.9, rho=200 (train test)
83.3Badnets TPR
RPP
Updated 4d ago
Evaluation Results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.01 | 83.3 | 14.3 | 75.5 | 19.8 | 58.2 | 9.1 | 50.5 | 9.1 | 57.1 | 10.6 | 56.8 | 23.3 | 69.7 | 3.8 | 42.8 | 6.2 | 41.5 | 10.2 | 56.7 | 23.2 | |
2026.01 | 67.3 | 54.1 | 51.4 | 48.3 | 0 | 0 | 0 | 0 | 33.8 | 19.9 | 48.6 | 30.1 | 0.2 | 42.1 | 6.3 | 0.6 | 29.7 | 30.1 | 10.1 | 21.8 | |
2026.01 | 51.7 | 17.8 | 50 | 24.7 | 55.8 | 26.3 | 50 | 24.7 | 41.9 | 23.8 | 40.5 | 22 | 30.4 | 24.1 | 32.7 | 22.8 | 34 | 25.5 | 44.8 | 30 | |
2026.01 | 46.7 | 12.6 | 44.9 | 19.7 | 12.7 | 18.3 | 50.4 | 22.1 | 46.8 | 14.5 | 29.7 | 22.7 | 29.7 | 22.7 | 30.2 | 22.6 | 27.5 | 28.9 | 50.2 | 20.4 | |
2026.01 | 41.5 | 33.6 | 42.2 | 35.1 | 30.6 | 26.7 | 37 | 35.8 | 30.1 | 31.9 | 29.3 | 36.2 | 49.2 | 27.7 | 22.8 | 28.6 | 23 | 29.1 | 39.3 | 18.9 | |
2026.01 | 18.6 | 20.1 | 20.4 | 31.4 | 0 | 12.7 | 22.6 | 33.8 | 9.5 | 21.7 | 0.3 | 8.4 | 1.2 | 10.5 | 21 | 30.6 | 10.3 | 21.8 | 0 | 1.2 | |
2026.01 | 16.4 | 7 | 12.8 | 7.4 | 8.6 | 7.8 | 10.6 | 0 | 6.9 | 12.2 | 10.5 | 11.5 | 0 | 10.3 | 0 | 0.7 | 2.1 | 1.9 | 0 | 6.2 | |
2026.01 | 10.6 | 2.8 | 20.2 | 6.1 | 15.3 | 3.1 | 19.2 | 2.9 | 18.8 | 5.6 | 32.6 | 17.3 | 10.6 | 5.8 | 8.2 | 1.7 | 9.4 | 3.2 | 21.7 | 32.8 | |
2026.01 | 0.1 | 0 | 4.9 | 0.7 | 14.7 | 4.9 | 0 | 5 | 4.4 | 8.1 | 7.1 | 6 | 0 | 0.1 | 7.5 | 1.4 | 9.5 | 3.6 | 0 | 0.3 | |
2026.01 | 0 | 0 | 0 | 0.5 | 0 | 1 | 0 | 9.4 | 0.6 | 2.4 | 0 | 5.1 | 0.2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
2026.01 | 0 | 0.2 | 0 | 0 | 0 | 0 | 0 | 0.1 | 0 | 0 | 0 | 0.5 | 0 | 0.3 | 0 | 0.3 | 0 | 0 | 0 | 2.9 | |
2026.01 | 0 | 3.2 | 0 | 3.6 | 0 | 0 | 0 | 0 | 0 | 1.6 | 0 | 6.7 | 0 | 1.6 | 0 | 0 | 0 | 0 | 0 | 15.7 | |
2026.01 | 0 | 3.3 | 7.3 | 2.8 | 0 | 0 | 0 | 0 | 9.3 | 2.2 | 14.8 | 5.5 | 6.7 | 1.8 | 3.2 | 0.4 | 5.5 | 3.1 | 2 | 1.3 |