diff --git a/README.md b/README.md
index fa4637e3e37..ff0c75b91e3 100644
--- a/README.md
+++ b/README.md
@@ -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.
diff --git a/imgs/edges2cats.jpg b/imgs/edges2cats.jpg
index c9586bcfb31..be5c1412eb0 100644
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