We propose a straightforward method that simultaneously reconstructs the 3D facial structure and provides dense alignment.
Ranked #1 on
Face Alignment
on AFLW-LFPA
In this paper, we propose to tackle these three challenges in an new alignment framework termed 3D Dense Face Alignment (3DDFA), in which a dense 3D Morphable Model (3DMM) is fitted to the image via Cascaded Convolutional Neural Networks.
Ranked #2 on
Face Alignment
on AFLW
3D POSE ESTIMATION DEPTH IMAGE ESTIMATION FACE ALIGNMENT FACE MODEL FACE RECONSTRUCTION
In this paper, we present the Surrey Face Model, a multi-resolution 3D Morphable Model that we make available to the public for non-commercial purposes.
3D FACE RECONSTRUCTION FACE GENERATION FACE MODEL FACE RECOGNITION FACIAL LANDMARK DETECTION HEAD POSE ESTIMATION
3D face reconstruction from a single 2D image is a challenging problem with broad applications.
Ranked #3 on
Face Alignment
on AFLW2000-3D
3D FACE RECONSTRUCTION FACE ALIGNMENT FACE MODEL SELF-SUPERVISED LEARNING
To address this, we introduce a versatile model that learns a non-linear representation of a face using spectral convolutions on a mesh surface.
A feasible method is to collect large-scale face images with eyeglasses for training deep learning methods.
FACE GENERATION FACE MODEL FACE RECOGNITION ROBUST FACE RECOGNITION
Our DECA (Detailed Expression Capture and Animation) model is trained to robustly produce a UV displacement map from a low-dimensional latent representation that consists of person-specific detail parameters and generic expression parameters, while a regressor is trained to predict detail, shape, albedo, expression, pose and illumination parameters from a single image.
Ranked #1 on
3D Face Reconstruction
on NoW Benchmark
Unsupervised learning with generative models has the potential of discovering rich representations of 3D scenes.
FLAME is low-dimensional but more expressive than the FaceWarehouse model and the Basel Face Model.
3D FACE ANIMATION 3D FACE MODELING 3D FACE RECONSTRUCTION FACE ALIGNMENT FACE GENERATION FACE MODEL
Specifically, we condition StyleGAN2 on FLAME, a generative 3D face model.