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 …

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 …

Mixed effects neural networks (menets) with applications to gaze estimation

Y Xiong, HJ Kim, V Singh - … of the IEEE/CVF conference on …, 2019 - openaccess.thecvf.com
There is much interest in computer vision to utilize commodity hardware for gaze estimation.
A number of papers have shown that algorithms based on deep convolutional architectures …

Revisiting data normalization for appearance-based gaze estimation

X Zhang, Y Sugano, A Bulling - … of the 2018 ACM symposium on eye …, 2018 - dl.acm.org
Appearance-based gaze estimation is promising for unconstrained real-world settings, but
the significant variability in head pose and user-camera distance poses significant …

EasyGaze: Hybrid eye tracking approach for handheld mobile devices

S Cheng, Q Ping, J Wang, Y Chen - Virtual Reality & Intelligent Hardware, 2022 - Elsevier
Background Eye-tracking technology for mobile devices has made significant progress.
However, owing to limited computing capacity and the complexity of context, the …

Federated learning for appearance-based gaze estimation in the wild

M Elfares, Z Hu, P Reisert, A Bulling… - Gaze Meets Machine …, 2023 - proceedings.mlr.press
Gaze estimation methods have significantly matured in recent years, but the large number of
eye images required to train deep learning models poses significant privacy risks. In …

Unconstrained and calibration-free gaze estimation in a room-scale area using a monocular camera

K Tamura, R Choi, Y Aoki - IEEE Access, 2017 - ieeexplore.ieee.org
Gaze estimation using monocular cameras has significant commercial applicability, and
many studies have been undertaken on head pose-invariant and calibration-free gaze …

Gaze from head: Gaze estimation without observing eye

J Murakami, I Mitsugami - … Recognition: 5th Asian Conference, ACPR 2019 …, 2020 - Springer
We propose a gaze estimation method not from eye observation but from head motion. This
proposed method is based on physiological studies about the eye-head coordination, and …

Pupil detection based on oblique projection using a binocular camera

J Zhang, G Sun, K Zheng, S Mazhar - IEEE Access, 2020 - ieeexplore.ieee.org
The real visual attention areas of students during the learning process are vital data. They
represent the students' visual concentration and provide strong support for the analysis of …

PrivatEyes: Appearance-based Gaze Estimation Using Federated Secure Multi-Party Computation

M Elfares, P Reisert, Z Hu, W Tang, R Küsters… - Proceedings of the …, 2024 - dl.acm.org
Latest gaze estimation methods require large-scale training data but their collection and
exchange pose significant privacy risks. We propose PrivatEyes-the first privacy-enhancing …