Backdoor Detection on CIFAR-10 all-to-one (test)
96Clean Detection RateMMBD-CSO
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MMBD-CSONimg=102025.12 | 96 | 92 | 100 | 100 | 100 | 88 | 84 | 76 | 36 | |
| MLBD-CSONimg=102025.12 | 96 | 90 | 100 | 100 | 100 | 84 | 66 | 56 | 32 | |
| MMBDNimg=02025.12 | 86 | 82 | 100 | 100 | 98 | 90 | 76 | 30 | 0 | |
| NCNimg=102025.12 | 72 | 90 | 100 | 100 | 82 | 26 | 44 | 0 | 0 | |
| PT-RED-CSONimg=1002025.12 | 72 | 54 | 100 | 100 | 100 | 62 | 12 | 10 | 10 | |
| NC-CSONimg=102025.12 | 70 | 100 | 100 | 100 | 100 | 54 | 74 | 4 | 18 | |
| PT-REDNimg=1002025.12 | 62 | 0 | 100 | 100 | 90 | 46 | 4 | 10 | 10 | |
| UNICORNNimg=102025.12 | 52 | 54 | 52 | 38 | 76 | 56 | 34 | 74 | 40 | |
| BTI-DBF-2Nimg=2502025.12 | 40 | 12 | 60 | 76 | 48 | 20 | 32 | 0 | 0 | |
| BTI-DBFNimg=2502025.12 | 0 | 72 | 100 | 100 | 100 | 34 | 32 | 4 | 6 |