Federated Learning Classification on RCC ALL (test)
77.17SREFedAvg-NA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedAvg-NAModel Type=EfficientNet-B1, Attack Status=No Attack2026.03 | 77.17 | 0.33 | 64.1 | 28.59 | |
| FedTridentModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 77.17 | 0.67 | 61.75 | 27.51 | |
| FedAvg-NAModel Type=DeiT-Tiny, Attack Status=No Attack2026.03 | 75.5 | 0.33 | 64.06 | 28.43 | |
| FedTridentModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 74.83 | 0 | 60.43 | 26.69 | |
| FedAvg-NAModel Type=ResNet-18, Attack Status=No Attack2026.03 | 73.17 | 0.17 | 60.64 | 27.03 | |
| FedTridentModel Type=DeiT-Tiny, Attack Status=Under Attack2026.03 | 71.17 | 1.17 | 63.14 | 27.96 | |
| DEFENDModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 68.67 | 11.67 | 62.19 | 27.47 | |
| DEFENDModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 68.5 | 9 | 59.9 | 26.56 | |
| DEFENDModel Type=DeiT-Tiny, Attack Status=Under Attack2026.03 | 61.5 | 9.83 | 62.43 | 27.81 | |
| MedianModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 59.83 | 24 | 59.6 | 26.22 | |
| FLAREModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 59.17 | 19.5 | 62.04 | 27.32 | |
| FLAREModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 58.83 | 19.33 | 59.85 | 26.26 | |
| TMeanModel Type=DeiT-Tiny, Attack Status=Under Attack2026.03 | 55.83 | 18.67 | 62.84 | 27.7 | |
| FoolsGoldModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 54 | 23.33 | 62.77 | 27.46 | |
| FLAMEModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 53.33 | 22.55 | 62.44 | 27.4 | |
| TMeanModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 51.83 | 26.17 | 63.09 | 27.31 | |
| MedianModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 51 | 22.67 | 62.75 | 27.3 | |
| FLAMEModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 49.94 | 23.71 | 59.59 | 26.03 | |
| FLAREModel Type=DeiT-Tiny, Attack Status=Under Attack2026.03 | 49.17 | 16.83 | 60.94 | 26.7 | |
| FoolsGoldModel Type=DeiT-Tiny, Attack Status=Under Attack2026.03 | 47.67 | 20.83 | 62.76 | 27.65 | |
| TMeanModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 46.17 | 22.5 | 59.78 | 26.14 | |
| MedianModel Type=DeiT-Tiny, Attack Status=Under Attack2026.03 | 46.17 | 25.33 | 61.59 | 26.77 | |
| FoolsGoldModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 45.67 | 24.83 | 59.75 | 26.17 | |
| KrumModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 45.33 | 25.33 | 50.27 | 21.61 | |
| KrumModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 44.83 | 27.5 | 50.22 | 22.3 | |
| KrumModel Type=DeiT-Tiny, Attack Status=Under Attack2026.03 | 42.5 | 31.45 | 48.59 | 20.91 | |
| FLAMEModel Type=DeiT-Tiny, Attack Status=Under Attack2026.03 | 42.11 | 32.76 | 58.24 | 27.73 | |
| FedAvgModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 42 | 30.17 | 59.49 | 25.82 | |
| FedAvgModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 26.17 | 42.83 | 62.07 | 25.97 | |
| FedAvgModel Type=DeiT-Tiny, Attack Status=Under Attack2026.03 | 23.67 | 39.5 | 61.98 | 27.09 |