# deblur-gan

**Repository Path**: North_Fan/deblur-gan

## Basic Information

- **Project Name**: deblur-gan
- **Description**: 如何用GAN和Keras实现图像去模糊
- **Primary Language**: Python
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 1
- **Created**: 2020-01-04
- **Last Updated**: 2020-12-17

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# What is this repo ?

This repository is a Keras implementation of [Deblur GAN](https://arxiv.org/pdf/1711.07064.pdf). You can find a tutorial on how it works on [Medium](https://blog.sicara.com/keras-generative-adversarial-networks-image-deblurring-45e3ab6977b5). Below is a sample result (from left to right: sharp image, blurred image, deblurred image)

![Sample results](./sample/results0.png)

# Installation

```
virtualenv venv -p python3
. venv/bin/activate
pip install -r requirements.txt
pip install -e .
```

# Dataset

Get the [GOPRO dataset](https://drive.google.com/file/d/1H0PIXvJH4c40pk7ou6nAwoxuR4Qh_Sa2/view?usp=sharing), 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 --image_path=path/to/image
```