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 …

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 …

Near‐eye display and tracking technologies for virtual and augmented reality

GA Koulieris, K Akşit, M Stengel… - Computer Graphics …, 2019 - Wiley Online Library
Virtual and augmented reality (VR/AR) are expected to revolutionise entertainment,
healthcare, communication and the manufacturing industries among many others. Near‐eye …

Evaluation of appearance-based methods and implications for gaze-based applications

X Zhang, Y Sugano, A Bulling - Proceedings of the 2019 CHI conference …, 2019 - dl.acm.org
Appearance-based gaze estimation methods that only require an off-the-shelf camera have
significantly improved but they are still not yet widely used in the human-computer …

Nvgaze: An anatomically-informed dataset for low-latency, near-eye gaze estimation

J Kim, M Stengel, A Majercik, S De Mello… - Proceedings of the …, 2019 - dl.acm.org
Quality, diversity, and size of training data are critical factors for learning-based gaze
estimators. We create two datasets satisfying these criteria for near-eye gaze estimation …

Unsupervised representation learning for gaze estimation

Y Yu, JM Odobez - … of the IEEE/CVF Conference on …, 2020 - openaccess.thecvf.com
Although automatic gaze estimation is very important to a large variety of application areas,
it is difficult to train accurate and robust gaze models, in great part due to the difficulty in …

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 …

Improving few-shot user-specific gaze adaptation via gaze redirection synthesis

Y Yu, G Liu, JM Odobez - … of the IEEE/CVF Conference on …, 2019 - openaccess.thecvf.com
As an indicator of human attention gaze is a subtle behavioral cue which can be exploited in
many applications. However, inferring 3D gaze direction is challenging even for deep neural …

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 …

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 …