RaphaelMeudec / Deblur Gan
Keras implementation of "DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks"
Stars: ✭ 483
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What is this repo ?
This repository is a Keras implementation of Deblur GAN. You can find a tutorial on how it works on Medium. Below is a sample result (from left to right: sharp image, blurred image, deblurred image)
Installation
virtualenv venv -p python3
. venv/bin/activate
pip install -r requirements/requirements.txt
pip install -e .
Dataset
Get the GOPRO dataset, and extract it in the deblur-gan directory. The directory name should be GOPRO_Large.
Use:
python scripts/organize_gopro_dataset.py --dir_in=GOPRO_Large --dir_out=images
Training
python scripts/train.py --n_images=512 --batch_size=16 --log_dir /path/to/log/dir
Use python scripts/train.py --help for all options
Testing
python scripts/test.py
Use python scripts/test.py --help for all options
Deblur your own image
python scripts/deblur_image.py --weight_path=/path/to/generator.h5 --input_dir=/path/to/image/dir --output_dir=/path/to/deblurred/dir
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