Super-Resolution Pre-Filters Show No Gains for License Plate Recognition

Production testing of 18,000+ license plate crops reveals that super-resolution pre-filters deliver no accuracy improvements despite widespread academic promotion. The technology generates hallucinated character details rather than recovering genuine information, suggesting that OCR models trained directly on low-resolution data may outperform those dependent on neural upscaling preprocessing.