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 …

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 …

Puregaze: Purifying gaze feature for generalizable gaze estimation

Y Cheng, Y Bao, F Lu - Proceedings of the AAAI Conference on …, 2022 - ojs.aaai.org
Gaze estimation methods learn eye gaze from facial features. However, among rich
information in the facial image, real gaze-relevant features only correspond to subtle …

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 …

Learning a generalized gaze estimator from gaze-consistent feature

M Xu, H Wang, F Lu - Proceedings of the AAAI conference on artificial …, 2023 - ojs.aaai.org
Gaze estimator computes the gaze direction based on face images. Most existing gaze
estimation methods perform well under within-dataset settings, but can not generalize to …

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 …

Gazeonce: Real-time multi-person gaze estimation

M Zhang, Y Liu, F Lu - … of the IEEE/CVF Conference on …, 2022 - openaccess.thecvf.com
Appearance-based gaze estimation aims to predict the 3D eye gaze direction from a single
image. While recent deep learning-based approaches have demonstrated excellent …

Source-free adaptive gaze estimation by uncertainty reduction

X Cai, J Zeng, S Shan, X Chen - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Gaze estimation across domains has been explored recently because the training data are
usually collected under controlled conditions while the trained gaze estimators are used in …