diff --git a/README.md b/README.md
index c4e6c2b..12650ca 100644
--- a/README.md
+++ b/README.md
@@ -571,6 +571,15 @@ _Deep Learning Methods_
 :space_invader::gem: <b>Deep Marching Cubes: Learning Explicit Surface Representations (2018 CVPR)</b> [[Paper]](http://www.cvlibs.net/publications/Liao2018CVPR.pdf)
 <p align="center"><img width="50%" src="https://github.com/frankhjwx/3D-Machine-Learning/blob/master/imgs/Deep%20Marching%20Cubes.png" /></p>
 
+:space_invader: <b>Im2Avatar: Colorful 3D Reconstruction from a Single Image (2018)</b> [[Paper]](https://arxiv.org/pdf/1804.06375v1.pdf)
+<p align="center"><img width="50%" src="https://arxiv-sanity-sanity-production.s3.amazonaws.com/render-output/113225/figures/teaser.png" /></p>
+
+:gem: <b>Learning Category-Specific Mesh Reconstruction  from Image Collections (2018)</b> [[Paper]](https://akanazawa.github.io/cmr/#)
+<p align="center"><img width="50%" src="https://akanazawa.github.io/cmr/resources/images/teaser.png" /></p>
+
+:pill: <b>CSGNet: Neural Shape Parser for Constructive Solid Geometry (2018)</b> [[Paper]](https://arxiv.org/pdf/1712.08290.pdf)
+<p align="center"><img width="50%" src="https://pbs.twimg.com/media/DR-RgbaU8AEyjeW.jpg" /></p>
+
 <a name="style_transfer" />
 
 ## Style Transfer