A high fidelity synthetic face framework for computer vision

07/16/2020
by   Tadas Baltrušaitis, et al.
5

Analysis of faces is one of the core applications of computer vision, with tasks ranging from landmark alignment, head pose estimation, expression recognition, and face recognition among others. However, building reliable methods requires time-consuming data collection and often even more time-consuming manual annotation, which can be unreliable. In our work we propose synthesizing such facial data, including ground truth annotations that would be almost impossible to acquire through manual annotation at the consistency and scale possible through use of synthetic data. We use a parametric face model together with hand crafted assets which enable us to generate training data with unprecedented quality and diversity (varying shape, texture, expression, pose, lighting, and hair).

READ FULL TEXT

page 2

page 5

page 6

page 7

page 9

research
09/30/2021

Fake It Till You Make It: Face analysis in the wild using synthetic data alone

We demonstrate that it is possible to perform face-related computer visi...
research
01/03/2023

Procedural Humans for Computer Vision

Recent work has shown the benefits of synthetic data for use in computer...
research
10/05/2022

Mesh-Tension Driven Expression-Based Wrinkles for Synthetic Faces

Recent advances in synthesizing realistic faces have shown that syntheti...
research
08/15/2017

Dockerface: an easy to install and use Faster R-CNN face detector in a Docker container

Face detection is a very important task and a necessary pre-processing s...
research
07/07/2019

Tree-gated Deep Regressor Ensemble For Face Alignment In The Wild

Face alignment consists in aligning a shape model on a face in an image....
research
10/14/2022

DART: Articulated Hand Model with Diverse Accessories and Rich Textures

Hand, the bearer of human productivity and intelligence, is receiving mu...
research
08/05/2022

Applied monocular reconstruction of parametric faces with domain engineering

Many modern online 3D applications and videogames rely on parametric mod...

Please sign up or login with your details

Forgot password? Click here to reset