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![image](https://github.com/HypoX64/DeepMosaics/blob/master/hand.gif)
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# DeepMosaics
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You can use it to automatically remove the mosaics in images and videos, or add mosaics to them.<br>
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This porject based on ‘semantic segmentation’ and ‘Image-to-Image Translation’.
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## Notice
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The code do not include the part of training, I will finish it in my free time.
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## Prerequisites
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- Linux, Mac OS, Windows
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- Python 3.6+
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- [ffmpeg 3.4](http://ffmpeg.org/)
- [Pytorch 1.0+](https://pytorch.org/)  [(Old version codes)](https://github.com/HypoX64/DeepMosaics/tree/Pytorch0.4)
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- CPU or NVIDIA GPU + CUDA CuDNN
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## Getting Started
### Clone this repo:
```bash
git clone https://github.com/HypoX64/DeepMosaics
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cd DeepMosaics
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```
### Get pre_trained models and test video
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You can download pre_trained models and test video and replace the files in the project.<br>
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[[Google Drive]](https://drive.google.com/open?id=10nARsiZoZGcaKw40nQu9fJuRp1oeabPs)
 [[百度云,提取码7thu]](https://pan.baidu.com/s/1IG4bdIiIC9PH9-oEyae5Sg) 

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### Dependencies
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This code depends on opencv-python, available via pip install.
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### Simple example
* Add Mosaic (output video will save in './result')
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```bash
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python3 deepmosaic.py
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```
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* Clean Mosaic (output video will save in './result')
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```bash
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python3 deepmosaic.py --mode clean --model_path ./pretrained_models/clean_hands_unet_128.pth --media_path ./result/hands_test_AddMosaic.mp4
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```
### More parameters
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If you want to test other image or video, please refer to this file.
[[options.py]](https://github.com/HypoX64/DeepMosaics/blob/master/options.py) 
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## Acknowledgments
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This code borrows heavily from [[pytorch-CycleGAN-and-pix2pix]](https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix) [[Pytorch-UNet]](https://github.com/milesial/Pytorch-UNet).