Merge pull request #83 from mbahri/master

Added Shape My Face

README.md

@@ -868,7 +868,11 @@ Generative PointNet is an energy-based model of unordered point clouds, where th
 
 <p align="center"><img width="60%" src="imgs/gpointnet.png" /></p>
 
+:game_die: :gem: <b>Shape My Face: Registering 3D Face Scans by Surface-to-Surface Translation</b> [[Paper]](https://arxiv.org/abs/2012.09235) [[Code]](https://github.com/mbahri/smf)
 
+Shape My Face (SMF) is a point cloud to mesh auto-encoder for the registration of raw human face scans, and the generation of synthetic human faces. SMF leverages a modified PointNet encoder with a visual attention module and differentiable surface sampling to be independent of the original surface representation and reduce the need for pre-processing. Mesh convolution decoders are combined with a specialized PCA model of the mouth, and smoothly blended based on geodesic distances, to create a compact model that is highly robust to noise. SMF is applied to register and perform expression transfer on scans captured in-the-wild with an iPhone depth camera represented either as meshes or point clouds.
+
+<p align="center"><img width="60%" src="imgs/ShapeMyFace.png" /></p>
 
 <a name="material_synthesis" />