Traffic Sign Recognition on GTSRB
97.35AccuracySABLE
Evaluation results
| Method | Links | |
|---|---|---|
| SABLEBackbone=VGG-16, Aggregation/Defense=FedAvg2026.03 | 97.35 | |
| Baseline AttackBackbone=VGG-16, Aggregation/Defense=Trimmed Mean2026.03 | 97.05 | |
| FedAvgBackbone=VGG-16, Attack Type=Benign-Only2026.03 | 96.8 | |
| SABLEBackbone=VGG-16, Aggregation/Defense=FLAME2026.03 | 96.65 | |
| Baseline AttackBackbone=VGG-16, Aggregation/Defense=MultiKrum2026.03 | 96.65 | |
| SABLEBackbone=VGG-16, Aggregation/Defense=Trimmed Mean2026.03 | 96.6 | |
| Baseline AttackBackbone=VGG-16, Aggregation/Defense=FLAME2026.03 | 96.55 | |
| MultiKrumBackbone=VGG-16, Attack Type=Benign-Only2026.03 | 96.3 | |
| Trimmed MeanBackbone=VGG-16, Attack Type=Benign-Only2026.03 | 96.1 | |
| Baseline AttackBackbone=VGG-16, Aggregation/Defense=FedAvg2026.03 | 94.45 | |
| FLAMEBackbone=VGG-16, Attack Type=Benign-Only2026.03 | 94 | |
| SABLEBackbone=VGG-16, Aggregation/Defense=MultiKrum2026.03 | 92.45 | |
| BLMBackbone=CLIP (ViT-B32)2024.10 | 91.5 | |
| NoneBackbone=CLIP (ViT-B32), Mapping=None2024.10 | 91.4 | |
| One-to-one MappingBackbone=CLIP (ViT-B32), Mapping=One-to-one Mapping2024.10 | 91.3 | |
| BLM+Backbone=CLIP (ViT-B32)2024.10 | 90.9 | |
| FilterFLBackbone=VGG-16, Attack Type=Benign-Only2026.03 | 78.85 | |
| Baseline AttackBackbone=VGG-16, Aggregation/Defense=FilterFL2026.03 | 73.8 | |
| SABLEBackbone=VGG-16, Aggregation/Defense=FilterFL2026.03 | 72.85 |