Backdoor Sample Detection on CIFAR-10 balanced rho=1 (train test)
100Badnets TPRSCALE-UP
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SCALE-UP2026.01 | 100 | 19.3 | 77.1 | 20.1 | 67.4 | 18.8 | 98.8 | 32.3 | 92.5 | 21.2 | 84.2 | 19.9 | 45.1 | 8.5 | 80.7 | 30 | 79.9 | 22.4 | 67.3 | 19.5 | |
| TED2026.01 | 100 | 2.9 | 94.3 | 6.4 | 80.6 | 9.3 | 91.1 | 13.6 | 93.6 | 12.5 | 92.6 | 8.8 | 90.3 | 11.4 | 88.4 | 10.3 | 86.2 | 13.5 | 91.7 | 10.5 | |
| IBD-PSC2026.01 | 99.4 | 4.5 | 97.9 | 5.1 | 93 | 8.6 | 87.2 | 10.4 | 98.6 | 8.7 | 95.6 | 7.3 | 69 | 9.5 | 92 | 10.1 | 86.7 | 9.6 | 93.1 | 24.7 | |
| BBCaL2026.01 | 98.9 | 10.1 | 96.8 | 12.4 | 80.3 | 9.5 | 98.3 | 13.1 | 99.7 | 9.6 | 90.2 | 14.2 | 91 | 16.6 | 75.1 | 15.7 | 72.7 | 13.6 | 86.6 | 9.4 | |
| STRIP2026.01 | 98.5 | 10.3 | 84.4 | 15.6 | 33.1 | 11 | 94.3 | 22.1 | 48.6 | 19.7 | 13.3 | 29.9 | 22.6 | 16.1 | 88.8 | 19.6 | 87.6 | 20.5 | 0 | 0.8 | |
| RPP2026.01 | 98.5 | 5.9 | 98.8 | 6.1 | 92.3 | 9.6 | 98.5 | 3.2 | 94.6 | 7.7 | 93.7 | 6.5 | 95 | 16.2 | 92.2 | 6 | 89 | 10.4 | 96.1 | 19.6 | |
| AC2026.01 | 97.8 | 2.8 | 96.4 | 5.7 | 73.6 | 16 | 78.9 | 10.4 | 51.2 | 7 | 23.1 | 10.6 | 45.6 | 17.9 | 91.7 | 6.6 | 88 | 9.3 | 9.3 | 26.7 | |
| CT2026.01 | 93.9 | 8.7 | 95.2 | 6.3 | 88.9 | 5 | 92 | 19.6 | 95.2 | 11 | 92.6 | 9.5 | 82.1 | 11.2 | 84 | 4.3 | 86.7 | 6.5 | 22.1 | 17.5 | |
| SS2026.01 | 93.1 | 5.6 | 91.8 | 4.9 | 60.2 | 10.7 | 61 | 20.1 | 45.5 | 4.2 | 59.6 | 8.8 | 61.3 | 5.1 | 85.9 | 6.7 | 83.6 | 8.2 | 12.1 | 8.5 | |
| MSPC2026.01 | 92.2 | 22.7 | 94.8 | 12.4 | 66.7 | 16 | 91.4 | 22.3 | 89.5 | 15.5 | 94.9 | 8.4 | 79.1 | 21.2 | 80.3 | 29.6 | 84.4 | 18.5 | 82.4 | 23.6 | |
| RE2026.01 | 92.1 | 10.3 | 90.8 | 8.9 | 88.2 | 12.4 | 64.2 | 9.5 | 80.1 | 11.9 | 78.5 | 15 | 66.4 | 9 | 82.3 | 10.4 | 80.5 | 7.5 | 14.3 | 5.8 | |
| ASSET2026.01 | 89.9 | 17.8 | 83.1 | 16 | 90.4 | 18.3 | 86.7 | 20 | 91.2 | 8.8 | 93 | 11.7 | 52.9 | 15.4 | 55.7 | 21.3 | 80.3 | 10.6 | 92.1 | 4.3 | |
| ABL2026.01 | 86.4 | 3.9 | 90.2 | 10.3 | 85 | 4.8 | 85.1 | 8.3 | 52.8 | 3.5 | 78.6 | 8.2 | 20.3 | 1.7 | 55.8 | 3.6 | 50.2 | 3.9 | 1.8 | 2.8 |