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- Weekend YOLOv8-LPRNet Plate Recognizer Tops CCPD but Fails on Real Photos
A developer built a runnable license-plate recognition pipeline in two days using YOLOv8n for detection, LPRNet with CTC decoding for text recognition, and HSV heuristics for plate color. The author reported 99% performance on CCPD, but real mobile-phone images exposed failures involving out-of-province plates, angled or distant shots, double-layer plates, screenshots, scans, and poor lighting. The article provides runnable code and recommends broader data, stronger augmentation, grouped evaluation, and a learned color classifier for production use.
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