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 …

A comprehensive survey on techniques to handle face identity threats: challenges and opportunities

MK Rusia, DK Singh - Multimedia Tools and Applications, 2023 - Springer
The human face is considered the prime entity in recognizing a person's identity in our
society. Henceforth, the importance of face recognition systems is growing higher for many …

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 …

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 …

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 …

Few-shot adaptive gaze estimation

S Park, SD Mello, P Molchanov… - Proceedings of the …, 2019 - openaccess.thecvf.com
Inter-personal anatomical differences limit the accuracy of person-independent gaze
estimation networks. Yet there is a need to lower gaze errors further to enable applications …

Deep pictorial gaze estimation

S Park, A Spurr, O Hilliges - Proceedings of the European …, 2018 - openaccess.thecvf.com
Estimating human gaze from natural eye images only is a challenging task. Gaze direction
can be defined by the pupil-and the eyeball center where the latter is unobservable in 2D …

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 …

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 …

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 …