Federated Learning Image Classification on MSTAR
95.13AccuracyKrum
Evaluation results
| Method | Links | |
|---|---|---|
| KrumAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 95.13 | |
| NADAFDAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 95.09 | |
| MedianAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 95.05 | |
| EH-ATAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 95.05 | |
| NADAFDAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 95.05 | |
| KrumAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 95.01 | |
| EH-ATAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 95.01 | |
| RRPDAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 95.01 | |
| FedAvgAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 94.97 | |
| RRPDAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 94.97 | |
| FedIDAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 94.93 | |
| FSBAAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 94.93 | |
| FedIDAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 94.89 | |
| LockdownAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 94.89 | |
| FSBAAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 94.89 | |
| MedianAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 94.85 | |
| LockdownAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 94.81 | |
| NADAFDAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 94.81 | |
| FedAvgAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 94.69 | |
| KrumAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 94.67 | |
| RRPDAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 94.53 | |
| EH-ATAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 94.49 | |
| FedIDAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 94.45 | |
| MedianAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 94.41 | |
| LockdownAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 94.41 | |
| FSBAAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 94.29 | |
| FedAvgAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 94.09 | |
| NADAFDAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 93.77 | |
| RRPDAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 93.57 | |
| EH-ATAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 93.53 | |
| FedIDAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 93.49 | |
| LockdownAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 93.45 | |
| NADAFDAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 93.45 | |
| EH-ATAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 93.25 | |
| RRPDAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 93.13 | |
| KrumAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 93.05 | |
| LockdownAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 92.93 | |
| NADAFDAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 92.93 | |
| FedIDAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 92.73 | |
| MedianAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 92.65 | |
| FSBAAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 92.61 | |
| EH-ATAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 92.57 | |
| NADAFDAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 92.53 | |
| RRPDAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 92.45 | |
| NADAFDAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 92.21 | |
| MedianAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 92.17 | |
| EH-ATAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 92.17 | |
| FedAvgAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 92.13 | |
| LockdownAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 92.13 | |
| RRPDAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 92.13 | |
| FedAvgAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 92.09 | |
| FedIDAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 92.05 | |
| FedIDAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 91.97 | |
| KrumAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 91.91 | |
| MedianAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 91.81 | |
| LockdownAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 91.77 | |
| FSBAAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 91.69 | |
| FSBAAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 91.65 | |
| KrumAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 91.57 | |
| EH-ATAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 91.45 | |
| NADAFDAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 91.37 | |
| RRPDAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 91.33 | |
| FedAvgAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 91.05 | |
| NADAFDAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 91.01 | |
| FedIDAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 90.97 | |
| LockdownAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 90.93 | |
| FedAvgAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 90.85 | |
| LockdownAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 90.85 | |
| MedianAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 90.73 | |
| FedIDAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 90.69 | |
| FSBAAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 90.65 | |
| RRPDAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 90.65 | |
| NADAFDAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 90.65 | |
| EH-ATAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 90.57 | |
| KrumAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 90.49 | |
| EH-ATAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 90.29 | |
| KrumAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 90.17 | |
| RRPDAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 90.17 | |
| FSBAAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 90.13 | |
| MedianAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 90.09 | |
| FedAvgAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 89.97 | |
| LockdownAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 89.61 | |
| FedIDAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 89.57 | |
| MedianAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 89.45 | |
| FedAvgAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 89.41 | |
| FSBAAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 89.21 | |
| KrumAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 89.13 | |
| EH-ATAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 89.09 | |
| RRPDAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 89.05 | |
| LockdownAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 88.61 | |
| FedIDAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 88.49 | |
| FedAvgAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 88.05 | |
| MedianAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 88.05 | |
| KrumAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 87.85 | |
| FSBAAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 87.85 | |
| FedAvgAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 86.74 | |
| MedianAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 86.74 | |
| KrumAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 86.58 | |
| FSBAAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 86.46 |