Backdoor Attack Robustness on OpenSARShip (test)
5.35ASRNADAFD
Evaluation results
| Method | Links | |
|---|---|---|
| NADAFDAttack frequency=One-shot, Data distribution=IID2025.12 | 5.35 | |
| NADAFDAttack frequency=One-shot, Data distribution=alpha=12025.12 | 7.04 | |
| NADAFDAttack frequency=One-shot, Data distribution=alpha=0.52025.12 | 7.43 | |
| NADAFDAttack frequency=One-shot, Data distribution=alpha=0.12025.12 | 8.65 | |
| NADAFDAttack frequency=Persistent, Data distribution=IID2025.12 | 8.74 | |
| NADAFDAttack frequency=One-shot, Data distribution=alpha=0.052025.12 | 8.96 | |
| NADAFDAttack frequency=Persistent, Data distribution=alpha=12025.12 | 10.57 | |
| NADAFDAttack frequency=Persistent, Data distribution=alpha=0.52025.12 | 11.22 | |
| NADAFDAttack frequency=Persistent, Data distribution=alpha=0.12025.12 | 12.52 | |
| NADAFDAttack frequency=Persistent, Data distribution=alpha=0.052025.12 | 13.17 | |
| LockdownAttack frequency=One-shot, Data distribution=IID2025.12 | 14.35 | |
| EH-ATAttack frequency=One-shot, Data distribution=IID2025.12 | 15.87 | |
| FedIDAttack frequency=One-shot, Data distribution=IID2025.12 | 16.91 | |
| LockdownAttack frequency=One-shot, Data distribution=alpha=12025.12 | 17.13 | |
| LockdownAttack frequency=One-shot, Data distribution=alpha=0.52025.12 | 18.04 | |
| EH-ATAttack frequency=One-shot, Data distribution=alpha=12025.12 | 18.91 | |
| FedIDAttack frequency=One-shot, Data distribution=alpha=12025.12 | 19.65 | |
| EH-ATAttack frequency=One-shot, Data distribution=alpha=0.52025.12 | 19.83 | |
| LockdownAttack frequency=One-shot, Data distribution=alpha=0.12025.12 | 20.09 | |
| FedIDAttack frequency=One-shot, Data distribution=alpha=0.52025.12 | 20.61 | |
| LockdownAttack frequency=One-shot, Data distribution=alpha=0.052025.12 | 20.87 | |
| RRPDAttack frequency=One-shot, Data distribution=IID2025.12 | 20.96 | |
| EH-ATAttack frequency=One-shot, Data distribution=alpha=0.12025.12 | 21.96 | |
| EH-ATAttack frequency=One-shot, Data distribution=alpha=0.052025.12 | 22.65 | |
| FedIDAttack frequency=One-shot, Data distribution=alpha=0.12025.12 | 22.78 | |
| FedIDAttack frequency=One-shot, Data distribution=alpha=0.052025.12 | 23.43 | |
| LockdownAttack frequency=Persistent, Data distribution=IID2025.12 | 23.61 | |
| FSBAAttack frequency=One-shot, Data distribution=IID2025.12 | 24.35 | |
| RRPDAttack frequency=One-shot, Data distribution=alpha=12025.12 | 25.22 | |
| EH-ATAttack frequency=Persistent, Data distribution=IID2025.12 | 25.43 | |
| RRPDAttack frequency=One-shot, Data distribution=alpha=0.52025.12 | 26.48 | |
| FedIDAttack frequency=Persistent, Data distribution=IID2025.12 | 27.04 | |
| LockdownAttack frequency=Persistent, Data distribution=alpha=12025.12 | 27.78 | |
| LockdownAttack frequency=Persistent, Data distribution=alpha=0.52025.12 | 29.09 | |
| FSBAAttack frequency=One-shot, Data distribution=alpha=12025.12 | 29.13 | |
| RRPDAttack frequency=One-shot, Data distribution=alpha=0.12025.12 | 29.35 | |
| EH-ATAttack frequency=Persistent, Data distribution=alpha=12025.12 | 29.87 | |
| RRPDAttack frequency=One-shot, Data distribution=alpha=0.052025.12 | 30.48 | |
| FSBAAttack frequency=One-shot, Data distribution=alpha=0.52025.12 | 30.65 | |
| FedIDAttack frequency=Persistent, Data distribution=alpha=12025.12 | 31.13 | |
| EH-ATAttack frequency=Persistent, Data distribution=alpha=0.52025.12 | 31.26 | |
| LockdownAttack frequency=Persistent, Data distribution=alpha=0.12025.12 | 32.04 | |
| FedIDAttack frequency=Persistent, Data distribution=alpha=0.52025.12 | 32.39 | |
| RRPDAttack frequency=Persistent, Data distribution=IID2025.12 | 33.17 | |
| LockdownAttack frequency=Persistent, Data distribution=alpha=0.052025.12 | 33.26 | |
| FSBAAttack frequency=One-shot, Data distribution=alpha=0.12025.12 | 34.13 | |
| EH-ATAttack frequency=Persistent, Data distribution=alpha=0.12025.12 | 34.57 | |
| FedIDAttack frequency=Persistent, Data distribution=alpha=0.12025.12 | 35.13 | |
| FSBAAttack frequency=One-shot, Data distribution=alpha=0.052025.12 | 35.26 | |
| EH-ATAttack frequency=Persistent, Data distribution=alpha=0.052025.12 | 35.87 | |
| FedIDAttack frequency=Persistent, Data distribution=alpha=0.052025.12 | 36.48 | |
| FSBAAttack frequency=Persistent, Data distribution=IID2025.12 | 38.74 | |
| RRPDAttack frequency=Persistent, Data distribution=alpha=12025.12 | 38.74 | |
| RRPDAttack frequency=Persistent, Data distribution=alpha=0.52025.12 | 40.39 | |
| MedianAttack frequency=One-shot, Data distribution=IID2025.12 | 40.81 | |
| FSBAAttack frequency=Persistent, Data distribution=alpha=12025.12 | 44.13 | |
| RRPDAttack frequency=Persistent, Data distribution=alpha=0.12025.12 | 44.44 | |
| FSBAAttack frequency=Persistent, Data distribution=alpha=0.52025.12 | 45.83 | |
| RRPDAttack frequency=Persistent, Data distribution=alpha=0.052025.12 | 45.83 | |
| KrumAttack frequency=One-shot, Data distribution=IID2025.12 | 47.09 | |
| MedianAttack frequency=One-shot, Data distribution=alpha=12025.12 | 47.31 | |
| MedianAttack frequency=One-shot, Data distribution=alpha=0.52025.12 | 49.28 | |
| FSBAAttack frequency=Persistent, Data distribution=alpha=0.12025.12 | 49.64 | |
| FSBAAttack frequency=Persistent, Data distribution=alpha=0.052025.12 | 50.94 | |
| KrumAttack frequency=One-shot, Data distribution=alpha=12025.12 | 52.74 | |
| MedianAttack frequency=One-shot, Data distribution=alpha=0.12025.12 | 53.81 | |
| KrumAttack frequency=One-shot, Data distribution=alpha=0.52025.12 | 54.62 | |
| MedianAttack frequency=One-shot, Data distribution=alpha=0.052025.12 | 55.65 | |
| KrumAttack frequency=One-shot, Data distribution=alpha=0.12025.12 | 59.19 | |
| MedianAttack frequency=Persistent, Data distribution=IID2025.12 | 59.37 | |
| KrumAttack frequency=One-shot, Data distribution=alpha=0.052025.12 | 60.27 | |
| KrumAttack frequency=Persistent, Data distribution=IID2025.12 | 65.38 | |
| MedianAttack frequency=Persistent, Data distribution=alpha=12025.12 | 66.01 | |
| MedianAttack frequency=Persistent, Data distribution=alpha=0.52025.12 | 68.25 | |
| KrumAttack frequency=Persistent, Data distribution=alpha=12025.12 | 71.88 | |
| MedianAttack frequency=Persistent, Data distribution=alpha=0.12025.12 | 72.56 | |
| KrumAttack frequency=Persistent, Data distribution=alpha=0.52025.12 | 74.04 | |
| MedianAttack frequency=Persistent, Data distribution=alpha=0.052025.12 | 74.44 | |
| KrumAttack frequency=Persistent, Data distribution=alpha=0.12025.12 | 78.12 | |
| KrumAttack frequency=Persistent, Data distribution=alpha=0.052025.12 | 80.04 | |
| FedAvgAttack frequency=One-shot, Data distribution=IID2025.12 | 93.54 | |
| FedAvgAttack frequency=One-shot, Data distribution=alpha=12025.12 | 95.56 | |
| FedAvgAttack frequency=One-shot, Data distribution=alpha=0.52025.12 | 96.23 | |
| FedAvgAttack frequency=Persistent, Data distribution=IID2025.12 | 97.26 | |
| FedAvgAttack frequency=One-shot, Data distribution=alpha=0.12025.12 | 97.85 | |
| FedAvgAttack frequency=One-shot, Data distribution=alpha=0.052025.12 | 98.35 | |
| FedAvgAttack frequency=Persistent, Data distribution=alpha=12025.12 | 98.52 | |
| FedAvgAttack frequency=Persistent, Data distribution=alpha=0.52025.12 | 98.97 | |
| FedAvgAttack frequency=Persistent, Data distribution=alpha=0.12025.12 | 99.46 | |
| FedAvgAttack frequency=Persistent, Data distribution=alpha=0.052025.12 | 99.55 |