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GitHub - Yuheng-Li/MixNMatch

 4 years ago
source link: https://github.com/Yuheng-Li/MixNMatch
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README.md

MixNMatch: Multifactor Disentanglement and Encoding for Conditional Image Generation
[Paper]

Yuheng Li, Krishna Kumar Singh, Utkarsh Ojha, Yong Jae Lee
UC Davis
In arXiv, 2019

The code and pre-trained models will be released soon.

Demo Video

IMAGE ALT TEXT HERE

Results

1. Extracting all factors from differnet real images to synthesize a new image

MixNMatch.png


2. Comparison between the feature and code mode

main_result2.png


3. Manipulating real images by varying a single factor

bird_vary.png


4. Inferring style from unseen data

Cartoon -> image Sketch -> image cartoon2img.png sketch2img.png

5. Converting a reference image according to a reference video

img2gif2.gif


Citation

If you find this useful in your research, consider citing our work:

@inproceedings{li-arxiv2019,
  title = {MixNMatch: Multifactor Disentanglement and Encoding for Conditional Image Generation},
  author = {Yuheng Li and Krishna Kumar Singh and Utkarsh Ojha and Yong Jae Lee},
  booktitle = {arXiv},
  year = {2019}
}

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