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update README
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Expand Up @@ -12,28 +12,29 @@ This PyTorch implementation produces results comparable to or better than our or

**Note**: The current software works well with PyTorch 0.4. Check out the older [branch](https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/tree/pytorch0.3.1) that supports PyTorch 0.1-0.3.

#### CycleGAN: [[Project]](https://junyanz.github.io/CycleGAN/) [[Paper]](https://arxiv.org/pdf/1703.10593.pdf) [[Torch]](https://github.com/junyanz/CycleGAN)
<img src="https://junyanz.github.io/CycleGAN/images/teaser_high_res.jpg" width="900"/>
**CycleGAN: [Project](https://junyanz.github.io/CycleGAN/) | [Paper](https://arxiv.org/pdf/1703.10593.pdf) | [Torch](https://github.com/junyanz/CycleGAN)**
<img src="https://junyanz.github.io/CycleGAN/images/teaser_high_res.jpg" width="800"/>

#### Pix2pix: [[Project]](https://phillipi.github.io/pix2pix/) [[Paper]](https://arxiv.org/pdf/1611.07004v1.pdf) [[Torch]](https://github.com/phillipi/pix2pix)

<img src="https://phillipi.github.io/pix2pix/images/teaser_v3.png" width="900px"/>
**Pix2pix: [Project](https://phillipi.github.io/pix2pix/) | [Paper](https://arxiv.org/pdf/1611.07004v1.pdf) | [Torch](https://github.com/phillipi/pix2pix)**

#### [[EdgesCats Demo]](https://affinelayer.com/pixsrv/) [[pix2pix-tensorflow]](https://github.com/affinelayer/pix2pix-tensorflow)
Written by [Christopher Hesse](https://twitter.com/christophrhesse)
<img src="https://phillipi.github.io/pix2pix/images/teaser_v3.png" width="800px"/>

<img ailgn="left" src='imgs/edges2cats.jpg' width="250px"/>
**[EdgesCats Demo](https://affinelayer.com/pixsrv/) | [pix2pix-tensorflow](https://github.com/affinelayer/pix2pix-tensorflow) |
by [Christopher Hesse](https://twitter.com/christophrhesse)**

<img src='imgs/edges2cats.jpg' width="600px"/>

If you use this code for your research, please cite:

Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks
[Jun-Yan Zhu](https://people.eecs.berkeley.edu/~junyanz/)\*, [Taesung Park](https://taesung.me/)\*, [Phillip Isola](https://people.eecs.berkeley.edu/~isola/), [Alexei A. Efros](https://people.eecs.berkeley.edu/~efros)
In ICCV 2017. (* equal contributions)
In ICCV 2017. (* equal contributions) [[Bibtex]](https://junyanz.github.io/CycleGAN/CycleGAN.txt)


Image-to-Image Translation with Conditional Adversarial Networks
[Phillip Isola](https://people.eecs.berkeley.edu/~isola), [Jun-Yan Zhu](https://people.eecs.berkeley.edu/~junyanz), [Tinghui Zhou](https://people.eecs.berkeley.edu/~tinghuiz), [Alexei A. Efros](https://people.eecs.berkeley.edu/~efros)
In CVPR 2017.
In CVPR 2017. [[Bibtex]](http://people.csail.mit.edu/junyanz/projects/pix2pix/pix2pix.bib)

## Course
CycleGAN course assignment [code](http://www.cs.toronto.edu/~rgrosse/courses/csc321_2018/assignments/a4-code.zip) and [handout](http://www.cs.toronto.edu/~rgrosse/courses/csc321_2018/assignments/a4-handout.pdf) designed by Prof. [Roger Grosse](http://www.cs.toronto.edu/~rgrosse/) for [CSC321](http://www.cs.toronto.edu/~rgrosse/courses/csc321_2018/) "Intro to Neural Networks and Machine Learning" at University of Toronto. Please contact the instructor if you would like to adopt it in your course.
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