RCC Classification on RCC @ Friction
88.04SREFedTrident
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedTridentModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 88.04 | 1.72 | 85.16 | 75.12 | |
| FedTridentModel Type=Deit-Tiny, Attack Status=Under Attack2026.03 | 87.84 | 1 | 85.54 | 78.12 | |
| FedTridentModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 84.4 | 3.92 | 84.76 | 75.38 | |
| DEFENDModel Type=Deit-Tiny, Attack Status=Under Attack2026.03 | 80.76 | 4.84 | 84.58 | 72.76 | |
| DEFENDModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 80.4 | 5.4 | 84.43 | 73.14 | |
| FedAvg-NAModel Type=DenseNet-121, Attack Status=No Attack2026.03 | 77.96 | 5.16 | 86.18 | 80.57 | |
| FedAvg-NAModel Type=Deit-Tiny, Attack Status=No Attack2026.03 | 77.32 | 3.44 | 86.54 | 76.81 | |
| FedTridentModel Type=MobileNet-V3, Attack Status=Under Attack2026.03 | 76.96 | 2.84 | 82.56 | 76.33 | |
| FedAvg-NAModel Type=EfficientNet-B1, Attack Status=No Attack2026.03 | 75.68 | 3.4 | 86.08 | 74.18 | |
| FedTridentModel Type=DenseNet-121, Attack Status=Under Attack2026.03 | 74.68 | 6.4 | 85.12 | 78.22 | |
| DEFENDModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 74.2 | 2.84 | 84.93 | 72.76 | |
| FedAvg-NAModel Type=ResNet-18, Attack Status=No Attack2026.03 | 72.28 | 5.84 | 85.26 | 75.27 | |
| FedAvg-NAModel Type=MobileNet-V3, Attack Status=No Attack2026.03 | 72.16 | 5.4 | 84.87 | 77.23 | |
| FedAvg-NAModel Type=ResNet-34, Attack Status=No Attack2026.03 | 72.12 | 4.84 | 85.74 | 79.15 | |
| FedTridentModel Type=ResNet-34, Attack Status=Under Attack2026.03 | 69.28 | 2.36 | 84.23 | 77.61 | |
| DEFENDModel Type=MobileNet-V3, Attack Status=Under Attack2026.03 | 63.4 | 7.24 | 81.8 | 74.07 | |
| FLAREModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 62.04 | 16.08 | 83.46 | 72.17 | |
| FLAREModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 61.72 | 14.64 | 82.8 | 72.19 | |
| DEFENDModel Type=ResNet-34, Attack Status=Under Attack2026.03 | 60.96 | 7.64 | 83.18 | 75.82 | |
| FoolsGoldModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 59.8 | 16.76 | 83.64 | 73.23 | |
| DEFENDModel Type=DenseNet-121, Attack Status=Under Attack2026.03 | 59.52 | 10.64 | 83.36 | 76.34 | |
| FLAREModel Type=Deit-Tiny, Attack Status=Under Attack2026.03 | 58.84 | 17.8 | 83.02 | 72.02 | |
| FLAREModel Type=ResNet-34, Attack Status=Under Attack2026.03 | 57.4 | 20.36 | 82.99 | 75.37 | |
| MedianModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 53.88 | 22.16 | 82.54 | 69.91 | |
| FLAREModel Type=DenseNet-121, Attack Status=Under Attack2026.03 | 53.88 | 20.72 | 82.71 | 75.53 | |
| FoolsGoldModel Type=Deit-Tiny, Attack Status=Under Attack2026.03 | 53.6 | 25.08 | 82.61 | 70.92 | |
| FLAMEModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 52.36 | 20.96 | 82.56 | 71.32 | |
| FLAMEModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 51.2 | 21.28 | 63.32 | 55.92 | |
| FoolsGoldModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 50.64 | 15.56 | 81.64 | 70.46 | |
| KrumModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 48.89 | 22.92 | 81.44 | 66.93 | |
| MedianModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 48.44 | 22.52 | 81.56 | 68.43 | |
| FLAREModel Type=MobileNet-V3, Attack Status=Under Attack2026.03 | 47.24 | 21.92 | 80.34 | 72.07 | |
| FLAMEModel Type=MobileNet-V3, Attack Status=Under Attack2026.03 | 46.73 | 19.84 | 58.14 | 45.98 | |
| TMeanModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 46.52 | 27.04 | 81.46 | 69.09 | |
| TMeanModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 45.84 | 18.48 | 80.78 | 68.54 | |
| FoolsGoldModel Type=MobileNet-V3, Attack Status=Under Attack2026.03 | 45.8 | 28.84 | 80.08 | 71.85 | |
| FLAMEModel Type=Deit-Tiny, Attack Status=Under Attack2026.03 | 45.6 | 25.84 | 57.54 | 46.92 | |
| FedAvgModel Type=ResNet-18, Attack Status=Under Attack2026.03 | 44.88 | 30.85 | 72.83 | 63.23 | |
| MedianModel Type=MobileNet-V3, Attack Status=Under Attack2026.03 | 44.72 | 27.48 | 79.54 | 70.64 | |
| FoolsGoldModel Type=ResNet-34, Attack Status=Under Attack2026.03 | 43.84 | 35.96 | 80.84 | 73.55 | |
| FLAMEModel Type=ResNet-34, Attack Status=Under Attack2026.03 | 41.28 | 28.18 | 62.23 | 57.46 | |
| MedianModel Type=ResNet-34, Attack Status=Under Attack2026.03 | 38.2 | 26.68 | 80.27 | 73.57 | |
| TMeanModel Type=MobileNet-V3, Attack Status=Under Attack2026.03 | 38.2 | 33.24 | 79.35 | 71.14 | |
| FedAvgModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 38.12 | 32.96 | 80.48 | 68.44 | |
| TMeanModel Type=Deit-Tiny, Attack Status=Under Attack2026.03 | 34.88 | 40.84 | 64.03 | 54.92 | |
| FoolsGoldModel Type=DenseNet-121, Attack Status=Under Attack2026.03 | 34.8 | 36.52 | 80.06 | 73.37 | |
| MedianModel Type=Deit-Tiny, Attack Status=Under Attack2026.03 | 33.64 | 45.72 | 78.91 | 65.41 | |
| FedAvgModel Type=MobileNet-V3, Attack Status=Under Attack2026.03 | 32.16 | 40.96 | 78.19 | 70.45 | |
| FedAvgModel Type=DenseNet-121, Attack Status=Under Attack2026.03 | 29.72 | 41.12 | 78.93 | 72.09 | |
| KrumModel Type=DenseNet-121, Attack Status=Under Attack2026.03 | 28.2 | 28.04 | 66.42 | 54.09 | |
| MedianModel Type=DenseNet-121, Attack Status=Under Attack2026.03 | 26.36 | 31.52 | 78.82 | 72.53 | |
| KrumModel Type=MobileNet-V3, Attack Status=Under Attack2026.03 | 25.84 | 19.92 | 59.5 | 45.68 | |
| TMeanModel Type=DenseNet-121, Attack Status=Under Attack2026.03 | 25.76 | 37.84 | 78.51 | 72.14 | |
| FedAvgModel Type=Deit-Tiny, Attack Status=Under Attack2026.03 | 25.52 | 48.4 | 77.89 | 63.94 | |
| TMeanModel Type=ResNet-34, Attack Status=Under Attack2026.03 | 25.32 | 44.76 | 76 | 68.03 | |
| KrumModel Type=ResNet-34, Attack Status=Under Attack2026.03 | 23.76 | 38.92 | 66.56 | 55.66 | |
| FLAMEModel Type=DenseNet-121, Attack Status=Under Attack2026.03 | 19.04 | 23.36 | 63.16 | 52.77 | |
| KrumModel Type=Deit-Tiny, Attack Status=Under Attack2026.03 | 17.48 | 38.04 | 67.15 | 59.31 | |
| FedAvgModel Type=ResNet-34, Attack Status=Under Attack2026.03 | 14.92 | 56.96 | 76.49 | 70.41 | |
| KrumModel Type=EfficientNet-B1, Attack Status=Under Attack2026.03 | 4.92 | 69.32 | 64.49 | 50.43 |