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zzxvictor/License-super-resolution

A TensorFlow 2 project applying GAN-based super-resolution to reconstruct and enhance low-quality license plate images.

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This project implements Single Image Super-Resolution (SISR) specifically for license plate enhancement, inspired by state-of-the-art models like ESRGAN and Residual Dense Networks. It trains a GAN where a generator creates realistic reconstructions and a discriminator evaluates authenticity. The model is trained on the Chinese City Parking Dataset containing diverse license plate images under various conditions.

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