Backdoor Model Detection on TinyImageNet
100Detection Accuracy (BadNet)NC
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NCN_img=102025.12 | 100 | 10 | 74 | 76 | 86 | 38 | 0 | 30 | — | — | — | — | |
| NC-CSON_img=102025.12 | 100 | 28 | 84 | 70 | 100 | 36 | 12 | 44 | — | — | — | — | |
| NCN_img=102025.12 | 100 | — | 96 | 44 | 50 | — | — | — | 84 | 52 | 30 | 52 | |
| NC-CSON_img=102025.12 | 100 | — | 100 | 62 | 76 | — | — | — | 100 | 58 | 48 | 50 | |
| MMBD-CSON_img=102025.12 | 100 | — | 68 | 88 | 100 | — | — | — | 66 | 30 | 68 | 80 | |
| MMBD-CSON_img=102025.12 | 98 | 88 | 48 | 100 | 100 | 100 | 28 | 100 | — | — | — | — | |
| MMBDN_img=02025.12 | 96 | 78 | 28 | 94 | 100 | 100 | 0 | 62 | — | — | — | — | |
| MMBDN_img=02025.12 | 96 | — | 18 | 60 | 50 | — | — | — | 60 | 0 | 30 | 46 | |
| PT-RED-CSON_img=102025.12 | 64 | — | 100 | 70 | 70 | — | — | — | 60 | 66 | 54 | 68 | |
| PT-RED-CSON_img=102025.12 | 56 | 100 | 100 | 100 | 100 | 48 | 10 | 12 | — | — | — | — | |
| PT-REDN_img=102025.12 | 50 | — | 100 | 44 | 64 | — | — | — | 40 | 64 | 32 | 56 | |
| PT-REDN_img=102025.12 | 40 | 100 | 88 | 72 | 62 | 28 | 14 | 0 | — | — | — | — | |
| BTI-DBFN_img=252025.12 | 28 | — | 86 | 82 | 94 | — | — | — | 40 | 28 | 50 | 66 | |
| BTI-DBFN_img=252025.12 | 24 | 68 | 86 | 90 | 100 | 12 | 16 | 4 | — | — | — | — | |
| BTI-DBF-2N_img=252025.12 | 18 | — | 78 | 60 | 56 | — | — | — | 10 | 0 | 0 | 0 | |
| BTI-DBF-2N_img=252025.12 | 10 | 82 | 40 | 70 | 78 | 12 | 0 | 4 | — | — | — | — |