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 …

Dvgaze: Dual-view gaze estimation

Y Cheng, F Lu - Proceedings of the IEEE/CVF International …, 2023 - openaccess.thecvf.com
Gaze estimation methods estimate gaze from facial appearance with a single camera.
However, due to the limited view of a single camera, the captured facial appearance cannot …

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 …

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 …

A coarse-to-fine adaptive network for appearance-based gaze estimation

Y Cheng, S Huang, F Wang, C Qian, F Lu - Proceedings of the AAAI …, 2020 - ojs.aaai.org
Human gaze is essential for various appealing applications. Aiming at more accurate gaze
estimation, a series of recent works propose to utilize face and eye images simultaneously …

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 …

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 …