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 review and analysis of eye-gaze estimation systems, algorithms and performance evaluation methods in consumer platforms

A Kar, P Corcoran - IEEE Access, 2017 - ieeexplore.ieee.org
In this paper, a review is presented for the research on eye gaze estimation techniques and
applications, which has progressed in diverse ways over the past two decades. Several …

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 …

Learning from simulated and unsupervised images through adversarial training

A Shrivastava, T Pfister, O Tuzel… - Proceedings of the …, 2017 - openaccess.thecvf.com
With recent progress in graphics, it has become more tractable to train models on synthetic
images, potentially avoiding the need for expensive annotations. However, learning from …

Eye tracking for everyone

K Krafka, A Khosla, P Kellnhofer… - Proceedings of the …, 2016 - cv-foundation.org
From scientific research to commercial applications, eye tracking is an important tool across
many domains. Despite its range of applications, eye tracking has yet to become a pervasive …

It's written all over your face: Full-face appearance-based gaze estimation

X Zhang, Y Sugano, M Fritz… - Proceedings of the IEEE …, 2017 - openaccess.thecvf.com
Eye gaze is an important non-verbal cue for human affect analysis. Recent gaze estimation
work indicated that information from the full face region can benefit performance. Pushing …

Appearance-based gaze estimation in the wild

X Zhang, Y Sugano, M Fritz… - Proceedings of the IEEE …, 2015 - openaccess.thecvf.com
Appearance-based gaze estimation is believed to work well in real-world settings, but
existing datasets have been collected under controlled laboratory conditions and methods …

Exam proctoring classification using eye gaze detection

J Singh, R Aggarwal, S Tiwari… - 2022 3rd International …, 2022 - ieeexplore.ieee.org
Currently, as there is a spike in the number of examinations being conducted online, there is
also an increasing need for proctors, a resource that soon got overwhelmed. Proctors are …

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 …