3D Face Reconstruction

50 papers with code • 7 benchmarks • 8 datasets

3D face reconstruction is the task of reconstructing a face from an image into a 3D form (or mesh).

( Image credit: 3DDFA_V2 )

Most implemented papers

Learning a model of facial shape and expression from 4D scans

Rubikplayer/flame-fitting SIGGRAPH Asia 2017

FLAME is low-dimensional but more expressive than the FaceWarehouse model and the Basel Face Model.

YouTube-8M: A Large-Scale Video Classification Benchmark

google/youtube-8m 27 Sep 2016

Despite the size of the dataset, some of our models train to convergence in less than a day on a single machine using TensorFlow.

Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network

YadiraF/PRNet ECCV 2018

We propose a straightforward method that simultaneously reconstructs the 3D facial structure and provides dense alignment.

RetinaFace: Single-Shot Multi-Level Face Localisation in the Wild

serengil/deepface CVPR 2020

Though tremendous strides have been made in uncontrolled face detection, accurate and efficient 2D face alignment and 3D face reconstruction in-the-wild remain an open challenge.

Towards High-Fidelity 3D Face Reconstruction from In-the-Wild Images Using Graph Convolutional Networks

FuxiCV/3D-Face-GCNs CVPR 2020

In this paper, we introduce a method to reconstruct 3D facial shapes with high-fidelity textures from single-view images in-the-wild, without the need to capture a large-scale face texture database.

Towards Fast, Accurate and Stable 3D Dense Face Alignment

cleardusk/3DDFA_V2 ECCV 2020

Firstly, on the basis of a lightweight backbone, we propose a meta-joint optimization strategy to dynamically regress a small set of 3DMM parameters, which greatly enhances speed and accuracy simultaneously.

Unrestricted Facial Geometry Reconstruction Using Image-to-Image Translation

matansel/pix2vertex ICCV 2017

It has been recently shown that neural networks can recover the geometric structure of a face from a single given image.

Unsupervised Training for 3D Morphable Model Regression

google/tf_mesh_renderer CVPR 2018

We train a regression network using these objectives, a set of unlabeled photographs, and the morphable model itself, and demonstrate state-of-the-art results.

3D Face Reconstruction from A Single Image Assisted by 2D Face Images in the Wild

XgTu/2DASL-CNN 22 Mar 2019

3D face reconstruction from a single 2D image is a challenging problem with broad applications.