# Paddle_ImageRestoration

**Repository Path**: codeinLinXu/Paddle_ImageRestoration

## Basic Information

- **Project Name**: Paddle_ImageRestoration
- **Description**: 使用Paddle进行图像修复还原实现
- **Primary Language**: Python
- **License**: Not specified
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 1
- **Forks**: 0
- **Created**: 2022-02-25
- **Last Updated**: 2024-03-27

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Paddle_ImageRestoration

---

使用Paddle进行图像修复还原实现



## 一、介绍

### 1.1 预览效果

| 原图                 | eccv16                    | siggraph17                                    |
| -------------------- | ------------------------- | --------------------------------------------- |
| ![](dst/beijing.jpg) | ![](dst/saved_eccv16.png) | ![saved_siggraph17](dst/saved_siggraph17.png) |



### 1.2 网络结构

![arch](dst/arch.png)



## 二、Usage用法说明

### 下载PaddlePaddle weights权重

百度网盘：[链接](/home/linxu/Desktop/Paddle_ImageRestoration/imgs/beijing.jpg)  提取码：



### 训练Train

Training script:

```shell
python train.py -bs 40 --use_gpu  
```

Evaluation script:

```shell
python train.py --use_gpu -e 0 --pretrain
```

 Please check main branch for inference


### test测试

```shell
python demo_release.py
```



## 三、参考

1. https://arxiv.org/pdf/1603.08511.pdf
2. https://arxiv.org/pdf/1805.08318.pdf
3. http://people.cs.uchicago.edu/~larsson/colorization/
4. https://github.com/gustavla/autocolorize
5. https://github.com/Phimos/Paddle-Colorization
6. https://github.com/ZMpursue/PaddleColorization
7. https://github.com/Callifrey/Paddle-CIC
8. https://github.com/nku-shengzheliu/PaddlePaddle-Colorful-Image-Colorization