#203 · Primary category: Computer Vision

DPED

computer-vision convolutional-neural-networks deep-learning dped gan generative-adversarial-networks image-enhancement image-processing

Software and pre-trained models for automatic photo quality enhancement using Deep Convolutional Networks

Project last updated:08/23/25

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Why we included this project

DPED is the reference implementation for a well-known approach that turns ordinary smartphone photos into DSLR-quality images, and it includes pre-trained models for iPhone, Sony, and BlackBerry captures. You can run the enhancement directly or retrain on your own camera pairs using the full TensorFlow pipeline. The code cleanly separates content, color, and texture loss terms, which makes it a useful reference for anyone working on low-level image restoration, and the bundled test script lets you compare output across resolutions. It is an academic codebase rather than a polished product, so expect to adapt it for production use.

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