Image Classification on CIFAR-10 (test) (Including Backdoor Evaluation)
71Overall AccuracyRFLPA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RFLPAAttack Type=KRUM attack, Percentage of attackers=10%2024.05 | 71 | — | |
| RFLPAAttack Type=BadNets, Percentage of attackers=10%2024.05 | 71 | 0.68 | |
| RFLPAAttack Type=KRUM attack, Percentage of attackers=20%2024.05 | 70 | — | |
| RFLPAAttack Type=KRUM attack, Percentage of attackers=30%2024.05 | 70 | — | |
| RFLPAAttack Type=BadNets, Percentage of attackers=20%2024.05 | 70 | 0.68 | |
| FedAvgAttack Type=Scaling attack, Percentage of attackers=10%2024.05 | 70 | 0.22 | |
| RFLPAAttack Type=Scaling attack, Percentage of attackers=10%2024.05 | 70 | 0.69 | |
| RFLPAAttack Type=Scaling attack, Percentage of attackers=20%2024.05 | 70 | 0.69 | |
| RFLPAAttack Type=BadNets, Percentage of attackers=30%2024.05 | 69 | 0.66 | |
| RFLPAAttack Type=Scaling attack, Percentage of attackers=30%2024.05 | 69 | 0.69 | |
| FedAvgAttack Type=BadNets, Percentage of attackers=10%2024.05 | 68 | 0.54 | |
| FedAvgAttack Type=Scaling attack, Percentage of attackers=20%2024.05 | 68 | 0.21 | |
| FedAvgAttack Type=BadNets, Percentage of attackers=20%2024.05 | 67 | 0.54 | |
| FedAvgAttack Type=BadNets, Percentage of attackers=30%2024.05 | 55 | 0.28 | |
| FedAvgAttack Type=Scaling attack, Percentage of attackers=30%2024.05 | 54 | 0.19 | |
| FedAvgAttack Type=KRUM attack, Percentage of attackers=10%2024.05 | 27 | — | |
| FedAvgAttack Type=KRUM attack, Percentage of attackers=20%2024.05 | 12 | — | |
| FedAvgAttack Type=KRUM attack, Percentage of attackers=30%2024.05 | 11 | — |