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# Deep Exemplar-based Video Colorization (Pytorch Implementation)
<img src='assets/teaser.png'/>
### [Paper](https://arxiv.org/abs/1906.09909) | [Pretrained Model]() | [Youtube video](https://youtu.be/HXWR5h5vVYI)
**Deep Exemplar-based Video Colorization, CVPR2019**
[Bo Zhang](https://www.microsoft.com/en-us/research/people/zhanbo/)<sup>1,3</sup>,
[Mingming He](http://mingminghe.com/)<sup>1,5</sup>,
[Jing Liao](https://liaojing.github.io/html/)<sup>2</sup>,
[Pedro V. Sander](https://www.cse.ust.hk/~psander/)<sup>1</sup>,
[Lu Yuan](https://www.microsoft.com/en-us/research/people/luyuan/)<sup>4</sup>,
[Amine Bermak](https://eebermak.home.ece.ust.hk/)<sup>1</sup>,
[Dong Chen](https://www.microsoft.com/en-us/research/people/doch/)<sup>3</sup> <br>
<sup>1</sup>Hong Kong University of Science and Technology,<sup>2</sup>City University of Hong Kong,
<sup>3</sup>Microsoft Research Asia, <sup>4</sup>Microsoft Cloud&AI, <sup>5</sup>USC Institute for Creative Technologies
## Prerequisites
- Python 3.6+
- Nvidia GPU + CUDA, CuDNN
## Installation
```bash
conda create -n ColorVid python=3.6
source activate ColorVid
pip install -r requirements.txt
```
## Data preparation
checkpoint, pre-trained vgg
- input video frames
- reference image
- output
## Test
```bash
python test.py
```
## TODO
- [ ] Release the training code
- [ ] Prepare the Colab Demo
- [ ] Output the video
- [ ] GIF teaser
## Citation
If you use this code for your research, please cite our paper.
> @inproceedings{zhang2019deep,
> title={Deep exemplar-based video colorization},
> author={Zhang, Bo and He, Mingming and Liao, Jing and Sander, Pedro V and Yuan, Lu and Bermak, Amine and Chen, Dong},
> booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
> pages={8052--8061},
> year={2019}
> }
## License
This project is licensed under the MIT license.
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