aiff22/DPED
Software and pre-trained models for automatic photo quality enhancement using Deep Convolutional Networks observed · 2026-08-28
Health v2 · maintenance only
49/100
- Activity 38
- Release rhythm 35
- Longevity 100
Flags: no_releases no_license
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 3297
- days_rel: n/a
- days_push: 375
- n_releases_24m: 0
Adoption not part of the score
1710 stars · 366 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded
DPED is a Python/TensorFlow implementation of a deep convolutional network approach that translates ordinary smartphone photos into DSLR-quality images, based on the ICCV 2017 paper of the same name. It includes training scripts, pre-trained models for iPhone, BlackBerry, and Sony photos, and the DPED dataset of paired photo patches.
Use cases
- enhance smartphone photos to DSLR quality automatically
- train a GAN for photo quality enhancement
- apply pre-trained image enhancement models to arbitrary-resolution photos
- research image-to-image translation with adversarial losses
- improve color and texture of mobile camera photos
When to choose
- you want to enhance mobile photos with a proven deep learning model
- you need a research baseline for photo enhancement with GANs
- you want to train custom enhancement models on the DPED dataset
When to avoid
- you need a maintained production library with a license
- you cannot use an Nvidia GPU or TensorFlow 1.x/2.x
- you need RAW photo enhancement or bokeh effects (see PyNET projects instead)
Facets
library · maturity maintenance
image-processing machine-learning deep-learning computer-vision image-processing deep-learning photography python cross-platform photo-enhancement gan image-to-image-translation cnn tensorflow dped-dataset research-code gpu linux
1 source
- readme: https://github.com/aiff22/DPED · fetched 2026-08-28 · 153a8799f0c4
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| aiff22/DPED | main | 49 |
For agents
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem