Traffic Sign Classification on Traffic Sign dataset
97.33RecallOurs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OursPatch Size=5x5, Traffic Sign=Speed Limit-452025.03 | 97.33 | — | 93.05 | — | |
| OursPatch Size=3x3, Traffic Sign=Speed Limit-452025.03 | 95.29 | 96 | — | — | |
| OursPatch Size=5x5, Traffic Sign=School Zone2025.03 | 94.67 | — | 92.75 | — | |
| OursPatch Size=4x4, Traffic Sign=Signal Ahead2025.03 | 94.09 | 94.67 | — | — | |
| OursPatch Size=3x3, Traffic Sign=Signal Ahead2025.03 | 94.06 | 94.67 | — | — | |
| OursPatch Size=3x3, Traffic Sign=Stop2025.03 | 93.81 | 92 | — | — | |
| OursPatch Size=5x5, Traffic Sign=Signal Ahead2025.03 | 93.33 | — | 94.61 | — | |
| OursPatch Size=4x4, Traffic Sign=Stop2025.03 | 93.08 | 90.67 | — | — | |
| OursPatch Size=4x4, Traffic Sign=Speed Limit-452025.03 | 92.07 | 93.33 | — | — | |
| OursPatch Size=3x3, Traffic Sign=Ped-Xing2025.03 | 92 | 96.05 | 93.87 | 93.6 | |
| OursPatch Size=5x5, Traffic Sign=Ped-Xing2025.03 | 92 | 96.15 | 93.92 | 93.6 | |
| OursPatch Size=4x4, Traffic Sign=School Zone2025.03 | 91.69 | 94.67 | — | — | |
| OursPatch Size=3x3, Traffic Sign=School Zone2025.03 | 90.99 | 93.33 | — | — | |
| OursPatch Size=4x4, Traffic Sign=Ped-Xing2025.03 | 90.67 | 95.99 | 93.13 | 92.8 | |
| OursPatch Size=5x5, Traffic Sign=Stop2025.03 | 90.67 | — | 93.79 | — | |
| Adversarial TrainingPatch Size=5x5, Traffic Sign=School Zone2025.03 | 81.6 | 33.44 | 42.24 | 51.93 | |
| Adversarial TrainingPatch Size=3x3, Traffic Sign=School Zone2025.03 | 79.2 | 37.6 | 46.27 | 54.48 | |
| Adversarial TrainingPatch Size=4x4, Traffic Sign=School Zone2025.03 | 73.6 | 32.74 | 39.85 | 53.72 | |
| PADPatch Size=4x4, Traffic Sign=School Zone2025.03 | 61.22 | 72.8 | — | 89.07 | |
| PADPatch Size=5x5, Traffic Sign=School Zone2025.03 | 59.76 | 72 | — | 91.09 | |
| PADPatch Size=3x3, Traffic Sign=School Zone2025.03 | 55.26 | 61.89 | — | 88.87 | |
| Adversarial TrainingPatch Size=3x3, Traffic Sign=Signal Ahead2025.03 | 54.4 | 55.66 | 51.69 | 45.18 | |
| PADPatch Size=5x5, Traffic Sign=Signal Ahead2025.03 | 51.52 | 80 | — | 96.05 | |
| PADPatch Size=3x3, Traffic Sign=Signal Ahead2025.03 | 49.36 | 65.85 | — | 93.57 | |
| PADPatch Size=4x4, Traffic Sign=Signal Ahead2025.03 | 49.29 | 75.2 | — | 93.73 | |
| Adversarial TrainingPatch Size=5x5, Traffic Sign=Signal Ahead2025.03 | 44 | 70.38 | 44.92 | 38.2 | |
| PADPatch Size=3x3, Traffic Sign=Speed Limit-452025.03 | 43.7 | 49.89 | — | 94.8 | |
| Adversarial TrainingPatch Size=4x4, Traffic Sign=Signal Ahead2025.03 | 43.2 | 50.86 | 40.94 | 37.07 | |
| PADPatch Size=5x5, Traffic Sign=Speed Limit-452025.03 | 41.98 | 47.2 | — | 89.31 | |
| PADPatch Size=4x4, Traffic Sign=Speed Limit-452025.03 | 41.82 | 48 | — | 91.7 | |
| PADPatch Size=4x4, Traffic Sign=Stop2025.03 | 30.56 | 19.2 | — | 95.76 | |
| Adversarial TrainingPatch Size=5x5, Traffic Sign=Stop2025.03 | 29.6 | 58.98 | 32.39 | 90.95 | |
| Adversarial TrainingPatch Size=3x3, Traffic Sign=Stop2025.03 | 24.8 | 53.84 | 28.22 | 51 | |
| PADPatch Size=5x5, Traffic Sign=Stop2025.03 | 24.04 | 14.4 | — | 97.16 | |
| Adversarial TrainingPatch Size=4x4, Traffic Sign=Stop2025.03 | 23.2 | 52.59 | 25.45 | 90 | |
| PADPatch Size=3x3, Traffic Sign=Stop2025.03 | 16.13 | 22.27 | — | 96.1 | |
| Adversarial TrainingPatch Size=4x4, Traffic Sign=Ped-Xing2025.03 | 14.4 | 20.11 | 14.37 | 32.8 | |
| Adversarial TrainingPatch Size=3x3, Traffic Sign=Ped-Xing2025.03 | 12.8 | 21.63 | 14.11 | 36 | |
| Adversarial TrainingPatch Size=5x5, Traffic Sign=Ped-Xing2025.03 | 10.4 | 62.21 | 13.76 | 35.04 | |
| PADPatch Size=3x3, Traffic Sign=Ped-Xing2025.03 | 10 | 0.8 | 1.48 | 41.98 | |
| Adversarial TrainingPatch Size=4x4, Traffic Sign=Speed Limit-452025.03 | 9.6 | 24.11 | 13.54 | 39.37 | |
| Adversarial TrainingPatch Size=5x5, Traffic Sign=Speed Limit-452025.03 | 9.6 | 42.81 | 12.19 | 39.58 | |
| Adversarial TrainingPatch Size=3x3, Traffic Sign=Speed Limit-452025.03 | 8.8 | 31.47 | 10.86 | 41.14 | |
| PADPatch Size=4x4, Traffic Sign=Ped-Xing2025.03 | 0.8 | 10 | 1.48 | 43.2 | |
| PADPatch Size=5x5, Traffic Sign=Ped-Xing2025.03 | 0.8 | 10 | 1.48 | 42.88 |