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 …

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 …

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 …

L2cs-net: Fine-grained gaze estimation in unconstrained environments

AA Abdelrahman, T Hempel, A Khalifa… - … on Frontiers of …, 2023 - ieeexplore.ieee.org
Human gaze is a crucial cue used in various applications such as human-robot interaction
and virtual reality. Recently, convolution neural network (CNN) approaches have made …

Gaze estimation using transformer

Y Cheng, F Lu - 2022 26th International Conference on Pattern …, 2022 - ieeexplore.ieee.org
Recent work has proven the effectiveness of transformers in many computer vision tasks.
However, the performance of transformers in gaze estimation is still unexplored. In this …

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 …

Appearance-based gaze estimation using attention and difference mechanism

P Biswas - Proceedings of the IEEE/CVF conference on …, 2021 - openaccess.thecvf.com
Appearance-based gaze estimation problem received wide attention over the past few
years. Even though model-based approaches existed earlier, availability of large datasets …

Towards end-to-end video-based eye-tracking

S Park, E Aksan, X Zhang, O Hilliges - … , Glasgow, UK, August 23–28, 2020 …, 2020 - Springer
Estimating eye-gaze from images alone is a challenging task, in large parts due to un-
observable person-specific factors. Achieving high accuracy typically requires labeled data …

Generalizing gaze estimation with outlier-guided collaborative adaptation

Y Liu, R Liu, H Wang, F Lu - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
Deep neural networks have significantly improved appearance-based gaze estimation
accuracy. However, it still suffers from unsatisfactory performance when generalizing the …