Traffic Sign Classification on GTSRB Physical 30km/h Speed Limit Sign (30cm POV display) (test)
16.69ASR (5m)POV display attack (ResNet-50)
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| POV display attack (ResNet-50)Model=ResNet-50, Training Dataset=GTSRB, POV Display Shape=Sectors, POV Display Size=30cm2026.06 | 16.69 | 70 | 79.13 | — | 96.29 | — | 88.01 | — | |
| POV display attack (ConvNeXt s.)Model=ConvNeXt s., Training Dataset=GTSRB, POV Display Shape=Circle, POV Display Size=30cm2026.06 | 4.05 | — | 83.52 | — | 100 | — | 100 | — | |
| POV display attack (ResNet-50)Model=ResNet-50, Training Dataset=GTSRB, POV Display Shape=Circle, POV Display Size=30cm2026.06 | 3.34 | 70 | 76.69 | — | 100 | — | 56.01 | — | |
| POV display attack (ConvNeXt s.)Model=ConvNeXt s., Training Dataset=GTSRB, POV Display Shape=Sectors, POV Display Size=30cm2026.06 | 2.12 | — | 99.5 | — | 41.12 | — | 84.36 | — |