diff --git a/README.md b/README.md
index f2bd958..7cefdea 100644
--- a/README.md
+++ b/README.md
@@ -395,6 +395,9 @@ _Deep Learning Methods_
 :game_die: <b>DeformNet: Free-Form Deformation Network for 3D Shape Reconstruction from a Single Image (2017)</b> [[Paper]](http://ai.stanford.edu/~haosu/papers/SI2PC_arxiv_submit.pdf)
 <p align="center"><img width="50%" src="https://chrischoy.github.io/images/publication/deformnet/model.png" /></p>
 
+:game_die: <b>PU-Net: Point Cloud Upsampling Network (2018)</b> [[Paper]](https://arxiv.org/pdf/1801.06761.pdf) [[Code]](https://github.com/yulequan/PU-Net)
+<p align="center"><img width="50%" src="http://appsrv.cse.cuhk.edu.hk/~lqyu/indexpics/Pu-Net.png" /></p> 
+
 :camera: <b>Transformation-Grounded Image Generation Network for Novel 3D View Synthesis (2017)</b> [[Paper]](http://www.cs.unc.edu/~eunbyung/tvsn/) [[Code]](https://github.com/silverbottlep/tvsn)
 <p align="center"><img width="50%" src="https://eng.ucmerced.edu/people/jyang44/pics/view_synthesis.gif" /></p>