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 …

In the eye of the beholder: A survey of gaze tracking techniques

J Liu, J Chi, H Yang, X Yin - Pattern Recognition, 2022 - Elsevier
Gaze tracking estimates and tracks the user's gaze by analyzing facial or eye features, it is
an important way to realize automated vision-based interaction. This paper introduces the …

Contrastive regression for domain adaptation on gaze estimation

Y Wang, Y Jiang, J Li, B Ni, W Dai… - Proceedings of the …, 2022 - openaccess.thecvf.com
Abstract Appearance-based Gaze Estimation leverages deep neural networks to regress the
gaze direction from monocular images and achieve impressive performance. However, its …

Generalizing gaze estimation with rotation consistency

Y Bao, Y Liu, H Wang, F Lu - Proceedings of the IEEE/CVF …, 2022 - openaccess.thecvf.com
Recent advances of deep learning-based approaches have achieved remarkable
performance on appearance-based gaze estimation. However, due to the shortage of target …

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 …

An end-to-end review of gaze estimation and its interactive applications on handheld mobile devices

Y Lei, S He, M Khamis, J Ye - ACM Computing Surveys, 2023 - dl.acm.org
In recent years, we have witnessed an increasing number of interactive systems on
handheld mobile devices which utilise gaze as a single or complementary interaction …

Interaction-aware joint attention estimation using people attributes

C Nakatani, H Kawashima… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
This paper proposes joint attention estimation in a single image. Different from related work
in which only the gaze-related attributes of people are independently employed,(I) their …

We know where they are looking at from the rgb-d camera: Gaze following in 3d

Z Hu, D Yang, S Cheng, L Zhou… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Inferring gaze target or gaze following is an effective way to understand human actions and
intentions, which makes quite a challenge. Some existing studies on gaze estimation cannot …

Free-headgan: Neural talking head synthesis with explicit gaze control

MC Doukas, E Ververas, V Sharmanska… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
We present Free-HeadGAN, a person-generic neural talking head synthesis system. We
show that modeling faces with sparse 3D facial landmarks is sufficient for achieving state-of …

Efe: End-to-end frame-to-gaze estimation

H Balim, S Park, X Wang, X Zhang… - Proceedings of the …, 2023 - openaccess.thecvf.com
Despite the recent development of learning-based gaze estimation methods, most methods
require one or more eye or face region crops as inputs and produce a gaze direction vector …