Federated Learning Image Classification on OpenSARShip
93.09ACCNADAFD
Evaluation results
| Method | Links | |
|---|---|---|
| NADAFDAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 93.09 | |
| FedAvgAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 92.81 | |
| NADAFDAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 92.37 | |
| FedIDAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 92.33 | |
| EH-ATAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 92.21 | |
| LockdownAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 92.13 | |
| NADAFDAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 92.01 | |
| NADAFDAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 92.01 | |
| RRPDAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 91.93 | |
| FedAvgAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 91.85 | |
| FedIDAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 91.73 | |
| MedianAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 91.61 | |
| EH-ATAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 91.61 | |
| NADAFDAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 91.61 | |
| LockdownAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 91.45 | |
| FedIDAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 91.41 | |
| EH-ATAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 91.41 | |
| FSBAAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 91.41 | |
| NADAFDAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 91.37 | |
| FedIDAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 91.33 | |
| LockdownAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 91.33 | |
| NADAFDAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 91.33 | |
| FedAvgAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 91.25 | |
| RRPDAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 91.25 | |
| KrumAttack Scenario=Clean, Malicious-client ratio=0%2025.12 | 91.21 | |
| EH-ATAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 91.21 | |
| RRPDAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 91.21 | |
| LockdownAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 91.01 | |
| NADAFDAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 90.97 | |
| FedAvgAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 90.93 | |
| FedIDAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 90.93 | |
| EH-ATAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 90.93 | |
| MedianAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 90.81 | |
| LockdownAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 90.77 | |
| RRPDAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 90.77 | |
| MedianAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 90.73 | |
| EH-ATAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 90.73 | |
| RRPDAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 90.73 | |
| LockdownAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 90.65 | |
| FedIDAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 90.57 | |
| FedAvgAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 90.53 | |
| FedIDAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 90.53 | |
| FSBAAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 90.53 | |
| NADAFDAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 90.45 | |
| MedianAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 90.37 | |
| EH-ATAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 90.37 | |
| FSBAAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 90.37 | |
| KrumAttack Scenario=One-shot, Malicious-client ratio=10%2025.12 | 90.33 | |
| RRPDAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 90.25 | |
| KrumAttack Scenario=Persistent, Malicious-client ratio=10%2025.12 | 90.21 | |
| LockdownAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 90.21 | |
| FedIDAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 90.13 | |
| FSBAAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 90.05 | |
| FedAvgAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 89.93 | |
| LockdownAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 89.85 | |
| EH-ATAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 89.85 | |
| KrumAttack Scenario=One-shot, Malicious-client ratio=20%2025.12 | 89.81 | |
| MedianAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 89.81 | |
| EH-ATAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 89.81 | |
| FedAvgAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 89.77 | |
| RRPDAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 89.73 | |
| MedianAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 89.65 | |
| RRPDAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 89.65 | |
| LockdownAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 89.61 | |
| NADAFDAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 89.57 | |
| FSBAAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 89.5 | |
| FSBAAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 89.45 | |
| FedIDAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 89.41 | |
| KrumAttack Scenario=One-shot, Malicious-client ratio=30%2025.12 | 89.37 | |
| KrumAttack Scenario=Persistent, Malicious-client ratio=20%2025.12 | 89.33 | |
| MedianAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 89.33 | |
| FedAvgAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 89.21 | |
| RRPDAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 89.21 | |
| FSBAAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 89.01 | |
| KrumAttack Scenario=One-shot, Malicious-client ratio=40%2025.12 | 88.81 | |
| MedianAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 88.81 | |
| NADAFDAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 88.77 | |
| EH-ATAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 88.73 | |
| LockdownAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 88.57 | |
| RRPDAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 88.57 | |
| FSBAAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 88.53 | |
| FedAvgAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 88.45 | |
| KrumAttack Scenario=One-shot, Malicious-client ratio=50%2025.12 | 88.37 | |
| FedIDAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 88.37 | |
| MedianAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 88.33 | |
| FSBAAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 88.13 | |
| KrumAttack Scenario=Persistent, Malicious-client ratio=30%2025.12 | 88.05 | |
| EH-ATAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 87.65 | |
| LockdownAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 87.42 | |
| RRPDAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 87.42 | |
| FedIDAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 87.34 | |
| FedAvgAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 87.14 | |
| MedianAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 87.06 | |
| FSBAAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 86.94 | |
| KrumAttack Scenario=Persistent, Malicious-client ratio=40%2025.12 | 86.82 | |
| FedAvgAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 85.98 | |
| MedianAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 85.94 | |
| FSBAAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 85.78 | |
| KrumAttack Scenario=Persistent, Malicious-client ratio=50%2025.12 | 85.66 |