Backdoor detection on CIFAR-10 imbalanced µ=0.9, ρ=100 (test)
100Badnets TPRRPP
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RPPimbalance_ratio_rho=100, alpha=0.05, n=100, sigma=12026.01 | 100 | 9.2 | 79.9 | 16.3 | 75 | 3.4 | 73.9 | 12.9 | 52.2 | 11.1 | 70.3 | 24.9 | 59.2 | 3.8 | 66.1 | 15.9 | 69.2 | 15.4 | 67.4 | 18.7 | |
| SCALE-UPimbalance_ratio_rho=1002026.01 | 90.7 | 45.3 | 52 | 41.8 | 52.1 | 20.2 | 48.9 | 10.8 | 63.7 | 32.9 | 50.1 | 24.6 | 76.3 | 42.1 | 47.1 | 22.6 | 33.3 | 30.5 | 19.8 | 17.4 | |
| IBD-PSCimbalance_ratio_rho=1002026.01 | 85.4 | 12 | 74.7 | 17.5 | 47.1 | 22.9 | 69.5 | 16.7 | 58.8 | 19.5 | 63.4 | 20.3 | 44.7 | 15.8 | 58.9 | 16.6 | 63.1 | 21.4 | 61.4 | 29.7 | |
| TEDimbalance_ratio_rho=1002026.01 | 76.9 | 9.3 | 71.4 | 16.3 | 38.7 | 22.6 | 70.3 | 20.4 | 60.7 | 20.1 | 54.3 | 17.7 | 61.2 | 16.9 | 50.5 | 20 | 49.4 | 22.3 | 65.5 | 19.5 | |
| BBCaLimbalance_ratio_rho=1002026.01 | 67.6 | 29.9 | 68.1 | 30.6 | 50.7 | 19.9 | 52 | 30.7 | 58.4 | 28.9 | 46.8 | 31.3 | 60.3 | 22 | 39.8 | 30.1 | 37.2 | 28.4 | 55.7 | 21.3 | |
| STRIPimbalance_ratio_rho=1002026.01 | 49.5 | 22.4 | 37.6 | 29.1 | 12 | 17.4 | 42.2 | 31.1 | 18.2 | 20.6 | 7.9 | 16.2 | 8.2 | 10.4 | 39.9 | 32.2 | 27.6 | 29.9 | 0 | 0.5 | |
| ACimbalance_ratio_rho=1002026.01 | 39.2 | 0.4 | 21.2 | 2.9 | 0 | 0.1 | 0 | 0.2 | 30 | 7.9 | 32.5 | 6.8 | 10.3 | 0.3 | 4.6 | 0.1 | 10.5 | 4.6 | 0 | 0 | |
| SSimbalance_ratio_rho=1002026.01 | 29.7 | 5.3 | 29.5 | 6.7 | 58.3 | 4.2 | 10 | 5 | 20.8 | 18.7 | 30.6 | 5.5 | 33.6 | 20.5 | 6.7 | 3.2 | 20.3 | 5.2 | 0 | 1.2 | |
| MSPCimbalance_ratio_rho=1002026.01 | 23.4 | 10.6 | 36.1 | 9.5 | 31.4 | 11.3 | 40.8 | 9.4 | 21.6 | 3.3 | 50.2 | 16.7 | 21.5 | 0.8 | 19.8 | 0.9 | 22.7 | 6.4 | 41.1 | 28.6 | |
| REimbalance_ratio_rho=1002026.01 | 13.6 | 22.5 | 10.4 | 14.3 | 20.2 | 11 | 14.4 | 15.9 | 16.4 | 15.9 | 17 | 9.4 | 10.8 | 8.1 | 9.7 | 2.8 | 8.9 | 8.4 | 0 | 3.1 | |
| ABLimbalance_ratio_rho=1002026.01 | 0 | 0.2 | 0 | 0.2 | 0 | 0 | 0 | 0 | 0 | 2.1 | 10.2 | 1.6 | 0 | 2.6 | 0 | 1.5 | 0 | 1.8 | 0 | 1.6 | |
| CTimbalance_ratio_rho=1002026.01 | 0 | 14 | 0 | 4.4 | 0 | 2.4 | 0 | 0.1 | 6.1 | 7.3 | 21.6 | 5.2 | 0 | 12.5 | 0 | 0 | 9.3 | 9.3 | 0 | 9.3 | |
| ASSETimbalance_ratio_rho=1002026.01 | 0 | 0 | 12.1 | 4.7 | 0 | 0 | 0 | 8.7 | 10.1 | 6.4 | 13.3 | 5.8 | 0 | 4.2 | 21.9 | 22.8 | 17.6 | 6.4 | 5.2 | 2.2 |