Road Condition Classification on Friction (test)
86.54GAccFedAvg-NA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedAvg-NABackbone=Deit-Tiny, Attack Scenario=No Attack2025.12 | 86.54 | 77.32 | 3.44 | |
| FedAvg-NABackbone=EfficientNet-B1, Attack Scenario=No Attack2025.12 | 86.08 | 75.68 | 3.4 | |
| FedAvg-NABackbone=ResNet-18, Attack Scenario=No Attack2025.12 | 85.26 | 72.28 | 5.84 | |
| DEFENDBackbone=ResNet-18, Attack Scenario=TLFA2025.12 | 84.93 | 74.2 | 2.84 | |
| DEFENDBackbone=Deit-Tiny, Attack Scenario=TLFA2025.12 | 84.58 | 80.76 | 4.84 | |
| DEFENDBackbone=EfficientNet-B1, Attack Scenario=TLFA2025.12 | 84.43 | 80.4 | 5.4 | |
| FoolsGoldBackbone=EfficientNet-B1, Attack Scenario=TLFA2025.12 | 83.64 | 59.8 | 16.76 | |
| FLAREBackbone=EfficientNet-B1, Attack Scenario=TLFA2025.12 | 83.46 | 62.04 | 16.08 | |
| FLAREBackbone=Deit-Tiny, Attack Scenario=TLFA2025.12 | 83.02 | 58.84 | 17.8 | |
| FLAREBackbone=ResNet-18, Attack Scenario=TLFA2025.12 | 82.8 | 61.72 | 14.64 | |
| FoolsGoldBackbone=Deit-Tiny, Attack Scenario=TLFA2025.12 | 82.61 | 53.6 | 25.08 | |
| FLAMEBackbone=EfficientNet-B1, Attack Scenario=TLFA2025.12 | 82.56 | 52.36 | 20.96 | |
| MedianBackbone=EfficientNet-B1, Attack Scenario=TLFA2025.12 | 82.54 | 53.88 | 22.16 | |
| FoolsGoldBackbone=ResNet-18, Attack Scenario=TLFA2025.12 | 81.64 | 50.64 | 15.56 | |
| MedianBackbone=ResNet-18, Attack Scenario=TLFA2025.12 | 81.56 | 48.44 | 22.52 | |
| TMeanBackbone=EfficientNet-B1, Attack Scenario=TLFA2025.12 | 81.46 | 46.52 | 27.04 | |
| KrumBackbone=ResNet-18, Attack Scenario=TLFA2025.12 | 81.44 | 48.89 | 22.92 | |
| TMeanBackbone=ResNet-18, Attack Scenario=TLFA2025.12 | 80.78 | 45.84 | 18.48 | |
| FedAvgBackbone=EfficientNet-B1, Attack Scenario=TLFA2025.12 | 80.48 | 38.12 | 32.96 | |
| MedianBackbone=Deit-Tiny, Attack Scenario=TLFA2025.12 | 78.91 | 33.64 | 45.72 | |
| FedAvgBackbone=Deit-Tiny, Attack Scenario=TLFA2025.12 | 77.89 | 25.52 | 48.4 | |
| FedAvgBackbone=ResNet-18, Attack Scenario=TLFA2025.12 | 72.83 | 44.88 | 30.85 | |
| KrumBackbone=Deit-Tiny, Attack Scenario=TLFA2025.12 | 67.15 | 17.48 | 38.04 | |
| KrumBackbone=EfficientNet-B1, Attack Scenario=TLFA2025.12 | 64.49 | 4.92 | 69.32 | |
| TMeanBackbone=Deit-Tiny, Attack Scenario=TLFA2025.12 | 64.03 | 34.88 | 40.84 | |
| FLAMEBackbone=ResNet-18, Attack Scenario=TLFA2025.12 | 63.32 | 51.2 | 21.28 | |
| FLAMEBackbone=Deit-Tiny, Attack Scenario=TLFA2025.12 | 57.54 | 45.6 | 25.84 |