License Plate Legibility Classification on LPLC v2 (10-fold test)
92.8F1-score (Perfect)ResNet-50 + Revised Labels + More Images
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ResNet-50 + Revised Labels + More ImagesBackbone=ResNet-50, Labels revision=True, Training data addition=True, Loss function=Standard Cross-Entropy2026.04 | 92.8 | 86 | 86 | 92.9 | 88.7 | |
| ResNet-50 + Revised Labels + More Images + EMABackbone=ResNet-50, Labels revision=True, Training data addition=True, Loss function=EMA loss2026.04 | 92.7 | 86.2 | 86.3 | 93 | 89.8 | |
| ResNet-50 + Revised LabelsBackbone=ResNet-50, Labels revision=True, Training data addition=False, Loss function=Standard Cross-Entropy2026.04 | 92.1 | 83.1 | 83.8 | 88.2 | 84.4 | |
| LPLCv1Backbone=ResNet-50, Labels revision=False, Training data addition=False, Loss function=Standard Cross-Entropy2026.04 | 84.5 | 68 | 56.7 | 73 | 74.5 |