Appearance-based gaze estimation with deep learning: A review and benchmark

Y Cheng, H Wang, Y Bao, F Lu - IEEE Transactions on Pattern …, 2024‏ - ieeexplore.ieee.org
Human gaze provides valuable information on human focus and intentions, making it a
crucial area of research. Recently, deep learning has revolutionized appearance-based …

Automatic gaze analysis: A survey of deep learning based approaches

S Ghosh, A Dhall, M Hayat, J Knibbe… - IEEE Transactions on …, 2023‏ - ieeexplore.ieee.org
Eye gaze analysis is an important research problem in the field of Computer Vision and
Human-Computer Interaction. Even with notable progress in the last 10 years, automatic …

Eth-xgaze: A large scale dataset for gaze estimation under extreme head pose and gaze variation

X Zhang, S Park, T Beeler, D Bradley, S Tang… - Computer Vision–ECCV …, 2020‏ - Springer
Gaze estimation is a fundamental task in many applications of computer vision, human
computer interaction and robotics. Many state-of-the-art methods are trained and tested on …

Gaze360: Physically unconstrained gaze estimation in the wild

P Kellnhofer, A Recasens, S Stent… - Proceedings of the …, 2019‏ - openaccess.thecvf.com
Understanding where people are looking is an informative social cue. In this work, we
present Gaze360, a large-scale remote gaze-tracking dataset and method for robust 3D …

Eye tracking for everyone

K Krafka, A Khosla, P Kellnhofer… - Proceedings of the …, 2016‏ - cv-foundation.org
From scientific research to commercial applications, eye tracking is an important tool across
many domains. Despite its range of applications, eye tracking has yet to become a pervasive …

Rt-gene: Real-time eye gaze estimation in natural environments

T Fischer, HJ Chang, Y Demiris - Proceedings of the …, 2018‏ - openaccess.thecvf.com
In this work, we consider the problem of robust gaze estimation in natural environments.
Large camera-to-subject distances and high variations in head pose and eye gaze angles …

It's written all over your face: Full-face appearance-based gaze estimation

X Zhang, Y Sugano, M Fritz… - Proceedings of the IEEE …, 2017‏ - openaccess.thecvf.com
Eye gaze is an important non-verbal cue for human affect analysis. Recent gaze estimation
work indicated that information from the full face region can benefit performance. Pushing …

Gaze estimation by exploring two-eye asymmetry

Y Cheng, X Zhang, F Lu, Y Sato - IEEE Transactions on Image …, 2020‏ - ieeexplore.ieee.org
Eye gaze estimation is increasingly demanded by recent intelligent systems to facilitate a
range of interactive applications. Unfortunately, learning the highly complicated regression …

Mpiigaze: Real-world dataset and deep appearance-based gaze estimation

X Zhang, Y Sugano, M Fritz… - IEEE transactions on …, 2017‏ - ieeexplore.ieee.org
Learning-based methods are believed to work well for unconstrained gaze estimation, ie
gaze estimation from a monocular RGB camera without assumptions regarding user …

Learning an appearance-based gaze estimator from one million synthesised images

E Wood, T Baltrušaitis, LP Morency… - Proceedings of the …, 2016‏ - dl.acm.org
Learning-based methods for appearance-based gaze estimation achieve state-of-the-art
performance in challenging real-world settings but require large amounts of labelled training …