Backdoor Defense on GTSRB Scale-free topology (test)
85.03Accuracy (Clean)MAB(TOPY AWARE)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MAB(TOPY AWARE)Malicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.03 | 85.03 | 4.12 | |
| MAB(TOPY AWARE)Malicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.03 | 85 | 1.84 | |
| MAB(RANDOM TOPY)Malicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.03 | 84.84 | 5.67 | |
| MAB(RANDOM TOPY)Malicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.03 | 84.42 | 6.87 | |
| KrumMalicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.03 | 84.34 | 24.54 | |
| MAB(TOPY AWARE)Malicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.03 | 84.24 | 3.43 | |
| MAB(RANDOM TOPY)Malicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.03 | 84.18 | 12.72 | |
| FedAvgMalicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.03 | 83.75 | 23.78 | |
| TrimmedMeanMalicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.03 | 83.66 | 13.75 | |
| FedAvgMalicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.03 | 82.31 | 49.13 | |
| TrimmedMeanMalicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.03 | 82.23 | 18.93 | |
| KrumMalicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.03 | 81.14 | 43.21 | |
| FedAvgMalicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.03 | 78.67 | 59.93 | |
| TrimmedMeanMalicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.03 | 78.3 | 26.9 | |
| KrumMalicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.03 | 75.97 | 67.21 | |
| FLAMEMalicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.03 | 73.71 | 9.88 | |
| FLAMEMalicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.03 | 73.11 | 12.7 | |
| FLAMEMalicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.03 | 72.81 | 13.45 | |
| CosL2Malicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.03 | 66.97 | 20.34 | |
| CosL2Malicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.03 | 56.11 | 11.29 | |
| CosL2Malicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.03 | 52.48 | 14.73 |