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With the rapid development of deep learning technology in the past decade, appearance-based gaze estimation has attracted great attention from both computer vision and human-computer interaction research communities. Fascinating methods…

计算机视觉与模式识别 · 计算机科学 2023-08-21 Yunhan Wang , Xiangwei Shi , Shalini De Mello , Hyung Jin Chang , Xucong Zhang

Appearance-based gaze estimation aims to predict the 3D eye gaze direction from a single image. While recent deep learning-based approaches have demonstrated excellent performance, they usually assume one calibrated face in each input image…

计算机视觉与模式识别 · 计算机科学 2022-04-21 Mingfang Zhang , Yunfei Liu , Feng Lu

Appearance-based gaze estimation (AGE) has achieved remarkable performance in constrained settings, yet we reveal a significant generalization gap where existing AGE models often fail in practical, unconstrained scenarios, particularly…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Zhenhao Li , Zheng Liu , Seunghyun Lee , Amin Fadaeinejad , Yuanhao Yu

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 custom datasets, making comparison across methods challenging.…

计算机视觉与模式识别 · 计算机科学 2020-08-03 Xucong Zhang , Seonwook Park , Thabo Beeler , Derek Bradley , Siyu Tang , Otmar Hilliges

Unconstrained remote gaze tracking using off-the-shelf cameras is a challenging problem. Recently, promising algorithms for appearance-based gaze estimation using convolutional neural networks (CNN) have been proposed. Improving their…

计算机视觉与模式识别 · 计算机科学 2018-04-24 Rajeev Ranjan , Shalini De Mello , Jan Kautz

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 interaction (HCI) community. This is partly because it remains…

人机交互 · 计算机科学 2019-01-31 Xucong Zhang , Yusuke Sugano , Andreas Bulling

Gaze estimation, which predicts gaze direction, commonly faces the challenge of interference from complex gaze-irrelevant information in face images. In this work, we propose DMAGaze, a novel gaze estimation framework that exploits…

计算机视觉与模式识别 · 计算机科学 2025-05-27 Haohan Chen , Hongjia Liu , Shiyong Lan , Wenwu Wang , Yixin Qiao , Yao Li , Guonan Deng

Learning-based methods are believed to work well for unconstrained gaze estimation, i.e. gaze estimation from a monocular RGB camera without assumptions regarding user, environment, or camera. However, current gaze datasets were collected…

计算机视觉与模式识别 · 计算机科学 2017-11-27 Xucong Zhang , Yusuke Sugano , Mario Fritz , Andreas Bulling

Appearance-based gaze estimation has attracted more and more attention because of its wide range of applications. The use of deep convolutional neural networks has improved the accuracy significantly. In order to improve the estimation…

计算机视觉与模式识别 · 计算机科学 2019-03-19 Zhaokang Chen , Bertram E. Shi

Although the number of gaze estimation datasets is growing, the application of appearance-based gaze estimation methods is mostly limited to estimating the point of gaze on a screen. This is in part because most datasets are generated in a…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Cedric Leblond-Menard , Gabriel Picard-Krashevski , Sofiane Achiche

Appearance-based gaze estimation, aiming to predict accurate 3D gaze direction from a single facial image, has made promising progress in recent years. However, most methods suffer significant performance degradation in cross-domain…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Qida Tan , Hongyu Yang , Wenchao Du

With the escalated demand of human-machine interfaces for intelligent systems, development of gaze controlled system have become a necessity. Gaze, being the non-intrusive form of human interaction, is one of the best suited approach.…

计算机视觉与模式识别 · 计算机科学 2023-08-08 Somsukla Maiti , Akshansh Gupta

Single-view RGB model-based object pose estimation methods achieve strong generalization but are fundamentally limited by depth ambiguity, clutter, and occlusions. Multi-view pose estimation methods have the potential to solve these issues,…

计算机视觉与模式识别 · 计算机科学 2026-05-22 Anna Šárová Mikeštíková , Médéric Fourmy , Martin Cífka , Josef Sivic , Vladimir Petrik

Most Gaze estimation research only works on a setup condition that a camera perfectly captures eyes gaze. They have not literarily specified how to set up a camera correctly for a given position of a person. In this paper, we carry out a…

计算机视觉与模式识别 · 计算机科学 2022-01-19 Linh Van Ma , Tin Trung Tran , Moongu Jeon

Appearance-based gaze estimation has shown great promise in many applications by using a single general-purpose camera as the input device. However, its success is highly depending on the availability of large-scale well-annotated gaze…

计算机视觉与模式识别 · 计算机科学 2023-09-12 Lingyu Du , Xucong Zhang , Guohao Lan

Accurate and efficient eye gaze estimation is important for emerging consumer electronic systems such as driver monitoring systems and novel user interfaces. Such systems are required to operate reliably in difficult, unconstrained…

计算机视觉与模式识别 · 计算机科学 2018-06-29 Joseph Lemley , Anuradha Kar , Alexandru Drimbarean , Peter Corcoran

Appearance-based gaze estimation has been actively studied in recent years. However, its generalization performance for unseen head poses is still a significant limitation for existing methods. This work proposes a generalizable multi-view…

计算机视觉与模式识别 · 计算机科学 2023-11-16 Yoichiro Hisadome , Tianyi Wu , Jiawei Qin , Yusuke Sugano

Face swapping combines one face's identity with another face's non-appearance attributes (expression, head pose, lighting) to generate a synthetic face. This technology is rapidly improving, but falls flat when reconstructing some…

计算机视觉与模式识别 · 计算机科学 2023-05-26 Ethan Wilson , Frederick Shic , Eakta Jain

Personal variations severely limit the performance of appearance-based gaze tracking. Adapting to these variations using standard neural network model adaptation methods is difficult. The problems range from overfitting, due to small…

计算机视觉与模式识别 · 计算机科学 2019-09-04 Erik Lindén , Jonas Sjöstrand , Alexandre Proutiere

Automated estimation of the allocation of a driver's visual attention may be a critical component of future Advanced Driver Assistance Systems. In theory, vision-based tracking of the eye can provide a good estimate of gaze location. In…

计算机视觉与模式识别 · 计算机科学 2016-03-02 Lex Fridman , Philipp Langhans , Joonbum Lee , Bryan Reimer