Face Alignment

98 papers with code • 26 benchmarks • 17 datasets

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 )

Libraries

Use these libraries to find Face Alignment models and implementations

Faceptor: A Generalist Model for Face Perception

Recognito-Vision/NIST-FRVT-Top-1-Face-Recognition 14 Mar 2024

This design enhances the unification of model structure while improving application efficiency in terms of storage overhead.

6
14 Mar 2024

A survey and classification of face alignment methods based on face models

nordlinglab/facealignment-survey 6 Nov 2023

Face alignment is the process of fitting the landmarks in a face model to the respective ground truth positions in an input image containing a face.

1
06 Nov 2023

Toward High Quality Facial Representation Learning

nomewang/mcf 7 Sep 2023

To improve the facial representation quality, we use feature map of a pre-trained visual backbone as a supervision item and use a partially pre-trained decoder for mask image modeling.

14
07 Sep 2023

STAR Loss: Reducing Semantic Ambiguity in Facial Landmark Detection

zhenglinzhou/star CVPR 2023

To solve this problem, we propose a Self-adapTive Ambiguity Reduction (STAR) loss by exploiting the properties of semantic ambiguity.

125
05 Jun 2023

DSFNet: Dual Space Fusion Network for Occlusion-Robust 3D Dense Face Alignment

lhyfst/dsfnet CVPR 2023

Thanks to the proposed fusion module, our method is robust not only to occlusion and large pitch and roll view angles, which is the benefit of our image space approach, but also to noise and large yaw angles, which is the benefit of our model space method.

48
19 May 2023

Recurrence without Recurrence: Stable Video Landmark Detection with Deep Equilibrium Models

polo5/ldeq_rwr CVPR 2023

Our Landmark DEQ (LDEQ) achieves state-of-the-art performance on the challenging WFLW facial landmark dataset, reaching $3. 92$ NME with fewer parameters and a training memory cost of $\mathcal{O}(1)$ in the number of recurrent modules.

31
02 Apr 2023

SimFLE: Simple Facial Landmark Encoding for Self-Supervised Facial Expression Recognition in the Wild

jymoon0613/simfle 14 Mar 2023

One of the key issues in facial expression recognition in the wild (FER-W) is that curating large-scale labeled facial images is challenging due to the inherent complexity and ambiguity of facial images.

1
14 Mar 2023

Learning Motion-Robust Remote Photoplethysmography through Arbitrary Resolution Videos

ljw-git/arbitrary_resolution_rppg 30 Nov 2022

Remote photoplethysmography (rPPG) enables non-contact heart rate (HR) estimation from facial videos which gives significant convenience compared with traditional contact-based measurements.

17
30 Nov 2022

Shape Preserving Facial Landmarks with Graph Attention Networks

andresprados/spiga 13 Oct 2022

Top-performing landmark estimation algorithms are based on exploiting the excellent ability of large convolutional neural networks (CNNs) to represent local appearance.

250
13 Oct 2022

VToonify: Controllable High-Resolution Portrait Video Style Transfer

williamyang1991/vtoonify 22 Sep 2022

Although a series of successful portrait image toonification models built upon the powerful StyleGAN have been proposed, these image-oriented methods have obvious limitations when applied to videos, such as the fixed frame size, the requirement of face alignment, missing non-facial details and temporal inconsistency.

3,452
22 Sep 2022