Face Alignment

51 papers with code · Computer Vision

Face alignment is the task of identifying the geometric structure of faces in digital images, and attempting to obtain a canonical alignment of the face based on translation, scale, and rotation.

( Image credit: 3DDFA_V2 )

Benchmarks

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Greatest papers with code

How far are we from solving the 2D & 3D Face Alignment problem? (and a dataset of 230,000 3D facial landmarks)

ICCV 2017 1adrianb/face-alignment

To this end, we make the following 5 contributions: (a) we construct, for the first time, a very strong baseline by combining a state-of-the-art architecture for landmark localization with a state-of-the-art residual block, train it on a very large yet synthetically expanded 2D facial landmark dataset and finally evaluate it on all other 2D facial landmark datasets.

FACE ALIGNMENT

Two-stage Convolutional Part Heatmap Regression for the 1st 3D Face Alignment in the Wild (3DFAW) Challenge

29 Sep 20161adrianb/face-alignment

Our method builds upon the idea of convolutional part heatmap regression [1], extending it for 3D face alignment.

DEPTH ESTIMATION FACE ALIGNMENT

Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression

ICCV 2017 AaronJackson/vrn

Our CNN works with just a single 2D facial image, does not require accurate alignment nor establishes dense correspondence between images, works for arbitrary facial poses and expressions, and can be used to reconstruct the whole 3D facial geometry (including the non-visible parts of the face) bypassing the construction (during training) and fitting (during testing) of a 3D Morphable Model.

3D FACE RECONSTRUCTION FACE ALIGNMENT

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

ECCV 2018 YadiraF/PRNet

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

3D FACE RECONSTRUCTION FACE ALIGNMENT FACE MODEL

Towards Fast, Accurate and Stable 3D Dense Face Alignment

ECCV 2020 cleardusk/3DDFA

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.

3D FACE RECONSTRUCTION FACE ALIGNMENT FACE RECOGNITION

Face Alignment in Full Pose Range: A 3D Total Solution

2 Apr 2018cleardusk/3DDFA

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.

3D POSE ESTIMATION DEPTH IMAGE ESTIMATION FACE ALIGNMENT FACE MODEL FACE RECONSTRUCTION

Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks

11 Apr 2016kuaikuaikim/DFace

Face detection and alignment in unconstrained environment are challenging due to various poses, illuminations and occlusions.

FACE ALIGNMENT FACE DETECTION

Fine-Grained Head Pose Estimation Without Keypoints

2 Oct 2017natanielruiz/deep-head-pose

Estimating the head pose of a person is a crucial problem that has a large amount of applications such as aiding in gaze estimation, modeling attention, fitting 3D models to video and performing face alignment.

FACE ALIGNMENT GAZE ESTIMATION HEAD POSE ESTIMATION

Deep Alignment Network: A convolutional neural network for robust face alignment

6 Jun 2017MarekKowalski/DeepAlignmentNetwork

Our method uses entire face images at all stages, contrary to the recently proposed face alignment methods that rely on local patches.

FACE ALIGNMENT KEYPOINT DETECTION ROBUST FACE ALIGNMENT