3D人脸重建开源项目整理

一、单一视图三维人脸重建

1.End-to-end 3D face reconstruction with deep neural networks
源码:https://github.com/yuefurong97/mxnet-E2FAR


  1. Learning Detailed Face Reconstruction from a Single Image
    源码:https://github.com/yuefurong97/3DFaceRecon

3.Face Alignment in Full Pose Range: A 3D Total Solution.
源码:https://github.com/yuefurong97/3DDFA


4.Learning-Robust-3D-Face-Reconstruction-and-Discriminative-Identity-Representation(2019.05.16 UESTC)
源码:https://github.com/yuefurong97/SCNN


5.Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision
源码:https://github.com/yuefurong97/RingNet


6.Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set(代码只给出了单一视图人脸重建的部分)
源码:https://github.com/yuefurong97/Deep3DFaceReconstruction


7.Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network (ECCV 2018)
源码:https://github.com/YadiraF/PRNet
https://github.com/yuefurong97/training_codes_for_PRNet_3D_Face
https://github.com/yuefurong97/PRNet_training


8.3D Face Reconstruction from a Single Image using Direct Volumetric CNN Regression
源码:https://github.com/yuefurong97/3D-face-reconstruction


9.MobileFace: 3D Face Reconstruction with Efficient CNN Regression
源码:https://github.com/yuefurong97/MobileFace


10.[Regressing Robust and Discriminative 3D Morphable Models With a Very Deep Neural Network](2017 CVPR)(https://talhassner.github.io/home/publication/2017_CVPR)
源码:https://github.com/yuefurong97/3dmm_cnn


11.Extreme 3D Face Reconstruction: Seeing Through Occlusions(2018 CVPR)
源码:https://github.com/yuefurong97/extreme_3d_faces


12.SfSNet: Learning Shape, Reflectance and Illuminance of Faces ‘in the wild’(2018 CVPR spotlight)
源码:https://github.com/yuefurong97/SfSNet


13.Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression (2017 ICCV)
源码:https://github.com/yuefurong97/vrn


14.MoFA: Model-based Deep Convolutional Face Autoencoder for Unsupervised Monocular Reconstruction
源码:https://github.com/waxz/MoFA


15.3D Face Reconstruction with Geometry Details from a Single Image
源码:https://github.com/Juyong/SingleImageReconstruction


16.Disentangled Representation Learning for 3D Face Shape
源码:https://github.com/zihangJiang/DR-Learning-for-3D-Face


17.Unconstrained 3D Face Reconstruction
源码:https://github.com/yuefurong97/CVPR2015-Unconstrained-3D-Face-Reconstruction


18.ExpNet: Landmark-Free, Deep, 3D Facial Expressions
源码:https://github.com/fengju514/Expression-Net


19.Semi-supervised Adversarial Learning to Generate Photorealistic Face Images of New Identities from 3D Morphable Model
源码:https://github.com/barisgecer/facegan


20.Unsupervised Training for 3D Morphable Model Regression(2018 CVPR)
源码:https://github.com/google/tf_mesh_renderer


21.Joint 3D Face Reconstruction and Dense Face Alignment from A Single Image with 2D-Assisted Self-Supervised Learning (2019)
源码:https://github.com/yuefurong97/2DASL

二、多视图三维人脸重建

1、MVF-Net: Multi-View 3D Face Morphable Model Regression
https://github.com/yuefurong97/mvfnet


2.Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set
https://github.com/yuefurong97/Deep3DFaceReconstruction

三、 相关基础知识学习:

https://github.com/yuefurong97/work-in-horizon


3D人脸学习:
https://github.com/yuefurong97/face3d

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