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
2 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
https://github.com/liguohao96/pytorch-prnet
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(2015 CVPR)
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(2018 ECCV)
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
22.Rotate-and-Render: Unsupervised Photorealistic Face Rotation
from Single-View Images(2020 CVPR)
源码:https://github.com/Hangz-nju-cuhk/Rotate-and-Render
23.DF2Net: A Dense-Fine-Finer Network for Detailed 3D Face Reconstruction(2019 ICCV)
源码:https://github.com/xiaoxingzeng/DF2Net
24 Lightweight Photometric Stereo for Facial Details Recovery(2020 CVPR)
源码:https://github.com/Juyong/FacePSNet
25 AvatarMe: Realistically Renderable 3D Facial Reconstruction “in-the-wild”(2020 CVPR)
源码:https://github.com/lattas/AvatarMe(6月份开源代码)
26 Towards High-Fidelity 3D Face Reconstruction from In-the-Wild Images Using
Graph Convolutional Networks (2020 CVPR)
源码:https://github.com/FuxiCV/3D-Face-GCNs
27 Landmark Detection and 3D Face Reconstruction for Caricature using a Nonlinear Parametric Model(2020 CVPR 漫画三维人脸重建)
源码:https://github.com/Juyong/CaricatureFace(有训练代码)
28 Photo-Realistic Facial Details Synthesis from Single Image(2019 ICCV Oral)
附加材料:https://github.com/apchenstu/Facial_Details_Synthesis/blob/master/src/imgs/Supplemental_Material.pdf
源码:https://github.com/apchenstu/Facial_Details_Synthesis
29 Unsup3d (2020 CVPR Oral)
Github:https://github.com/elliottwu/unsup3d
30 GAN2Shape (2021 ICLR Oral)
Github:https://github.com/XingangPan/GAN2Shape
31 Lifting 2D StyleGAN for 3D-Aware Face Generation (2021 CVPR)
Github:暂无
持续更新......
二、多视图三维人脸重建
1.MVF-Net: Multi-View 3D Face Morphable Model Regression
源码:https://github.com/yuefurong97/mvfnet
2.Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set
源码:https://github.com/yuefurong97/Deep3DFaceReconstruction
三、 相关基础知识学习:
3DDFA:https://github.com/yuefurong97/work-in-horizon
3D人脸学习:https://github.com/yuefurong97/face3d
四、性能评估器
extreme_3d_faces_evaluator
对应的三维人脸重建项目:
https://github.com/dafuny/extreme_3d_faces
五、OTHERS
1 3ddfa-uv-gan(3DDFA与UV-GAN相结合)
应该是解决3DDFA遮挡情况下的纹理失真的问题
Related:
源码:3DDFA
论文:UV-GAN(2018 CVPR 补全纹理的,目前木有开源?)
2 tf_mesh_renderer (可微分网格渲染器,参看上面的第20篇文章)
3.realtime-2D-to-3D-faces(实时三维人脸重建项目)
4 Hyperparameter-Free Losses for Model-Based Monocular Reconstruction(2019 ICCVW 细节)
源码:https://github.com/hyperparams-free/hyperparams-free-3D-losses(无超参的损失函数进行单眼人脸重建)
Related:
论文:Multi-View 3D Face Reconstruction in the Wild Using Siamese Networks(2019 ICCVW竞赛论文)
5 3D_Face_Reconstrction(一个本科生的个人项目,还是很厉害的~)
6 tinyrenderer(星标8.6k!计算机图形学课程,不使用任何第三方库,展示OPENGL的工作原理,输入:多边形网格+具有纹理的图片 输出:渲染模型)
7 DeepFaceRestruction(PRNet的复现代码)
8 Texture-reconstruction(将纹理映射到三维网格的项目 好像缺失了一个.h文件)
9 Rasterizer (C++实现 具有深度缓冲,纹理映射,法线映射和blinn-phong着色的CPU转发/延迟光栅化器)
<该项目旨在了解渲染算法如何将构成3D世界的一组顶点转换为该世界的2D图像>
六、人脸数据集
1 Now Dataset
3D人脸重建开源项目整理相关推荐
- ECCV 2022 | 清华腾讯AI Lab提出REALY: 重新思考3D人脸重建的评估方法
原文链接: ECCV 2022 | 清华&腾讯AI Lab提出REALY: 重新思考3D人脸重建的评估方法 本文分享ECCV 2022论文<REALY: Rethinking the E ...
- ECCV 2022 | 清华腾讯AI Lab提出REALY: 重新思考3D人脸重建的评估方法
点击下方卡片,关注"CVer"公众号 AI/CV重磅干货,第一时间送达 点击进入-> CV 微信技术交流群 本文分享ECCV 2022论文<REALY: Rethink ...
- ECCV 2022 | 清华腾讯AI Lab提出REALY:重新思考3D人脸重建的评估方法
©作者 | 人脸人体重建 来源 | 人脸人体重建 本文分享 ECCV 2022 论文<REALY: Rethinking the Evaluation of 3D Face Reconstruc ...
- 单目3D人脸重建DECA
#SIGGRAPH2021单目3D人脸重建,皱纹可以随着表情而产生自然变化,更加逼真. 代码已开源DECA: Learning an Animatable Detailed 3D Face Model ...
- VR来了,3D人脸重建跟上《三维人脸重建-3DMM》
之前我们写过了<三维人脸重建入门>,接下来,自然就是入门之后的事情.当然了,不管是一个什么项目,方法永远不会是唯一的. 一 引言 To my best of knowledge,如之前所说 ...
- [读论文]弱监督学习的精确 3D 人脸重建:从单个图像到图像集-Accurate 3D Face Reconstruction with Weakly-Supervised Learning:From
论文地址:Accurate 3D Face Reconstruction with Weakly-Supervised Learning:From Single Image to Image Set ...
- 3D人脸重建--学习笔记
本文旨在学习总结2D到3D人脸重建相关问题,个人水平有限,本人也是刚开始调研3D人脸重建,不足之处望大神指点改进. 文章目录 1 什么是3D人脸重建? 2 重建方法分类 3 通用模型3D人脸重建 4 ...
- CVPR 2022 | 腾讯优图实验室30篇论文入选,含场景文本语义识别、3D人脸重建、目标检测、视频场景分割和视频插帧等领域...
关注公众号,发现CV技术之美 本文转载自腾讯优图 近日,CVPR 2022官方公布了接收论文列表(CVPR 2022 接收论文公布! 总计2067篇!),来自腾讯优图实验室共计30篇论文被CVPR收录 ...
- DECA的3D人脸重建(3D face reconstruction)
DECA的3D人脸重建(3D face reconstruction) flyfish DECA 全称 Detailed Expression Capture and Animation 论文名字&l ...
最新文章
- Storage medium
- 2018-2019-1 20165223 20165218 实验二 固件程序设计
- python输出二进制数_二进制中1的个数(python)
- python ndarray find_python – 从存储在NumPy ndarrays中的图像中查找特定(R,G,B)颜色值的(x,y)索引...
- 数据结构与算法 | 堆排序
- c语言的上级步骤,数据结构 上级程序一(C语言).doc
- 回文数、括号匹配(栈操作)
- 加速布局无服务器生态,腾讯云与Serverless.com达成全球战略合作!
- 怎么取消打开文件的安全警告?
- html哪个标签显示第一节,HTML第一节
- sci translate好用吗_收藏!SCI论文Introduction 和Conclusion的写作建议
- 【保姆级手写理解——灰色预测理论以及python实现】
- 人力资源管理之项目团队建设
- 【练习】获取新浪搜索中的热搜榜的标题
- 随手笔记--为对象增加新的属性,拼接多个对象
- 启动Vue项目发生的错误总结
- Powerbi环比分析及其修正
- Oracle Data Guard 简介
- 服务器cpu支持4通道什么意思,Intel 10nm服务器CPU曝光 LGA4189接口、八通道内存
- ROS2编程基础课程--DDS