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Introduction: In the realm of human-computer interaction and behavioral research, accurate real-time gaze estimation is critical. Traditional methods often rely on expensive equipment or large datasets, which are impractical in many…

计算机视觉与模式识别 · 计算机科学 2024-01-02 Esther Enhui Ye , John Enzhou Ye , Joseph Ye , Jacob Ye , Runzhou Ye

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 encounters generalization challenges when dealing with out-of-distribution data. To address this problem, recent methods use neural radiance fields (NeRF) to generate augmented data. However, existing methods based on NeRF…

计算机视觉与模式识别 · 计算机科学 2025-07-10 Xiaobao Wei , Peng Chen , Guangyu Li , Ming Lu , Hui Chen , Feng Tian

High-fidelity gaze redirection is critical for generating augmented data to improve the generalization of gaze estimators. 3D Gaussian Splatting (3DGS) models like GazeGaussian represent the state-of-the-art but can struggle with rendering…

计算机视觉与模式识别 · 计算机科学 2025-11-17 Abiram Panchalingam , Indu Bodala , Stuart Middleton

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

Eye tracking has become increasingly important in virtual and augmented reality applications; however, the current gaze accuracy falls short of meeting the requirements for spatial computing. We designed a gaze collection framework and…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Xiaoyin Yang

Following the gaze of other people and analyzing the target they are looking at can help us understand what they are thinking, and doing, and predict the actions that may follow. Existing methods for gaze following struggle to perform well…

计算机视觉与模式识别 · 计算机科学 2025-02-05 Feiyang Liu , Dan Guo , Jingyuan Xu , Zihao He , Shengeng Tang , Kun Li , Meng Wang

Gaze and face tracking algorithms have traditionally battled a compromise between computational complexity and accuracy; the most accurate neural net algorithms cannot be implemented in real time, but less complex real-time algorithms…

计算机视觉与模式识别 · 计算机科学 2017-11-21 George He , Sami Oueida , Tucker Ward

Gaze tracking is a useful human-to-computer interface, which plays an increasingly important role in a range of mobile applications. Gaze calibration is an indispensable component of gaze tracking, which transforms the eye coordinates to…

人机交互 · 计算机科学 2022-10-03 Songzhou Yang , Meng Jin , Yuan He

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 provide complete facial information and thus complicate the gaze…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Yihua Cheng , Feng Lu

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 gaze analysis still remains challenging due to the uniqueness of…

计算机视觉与模式识别 · 计算机科学 2022-07-22 Shreya Ghosh , Abhinav Dhall , Munawar Hayat , Jarrod Knibbe , Qiang Ji

Predicting driver attention is a critical problem for developing explainable autonomous driving systems and understanding driver behavior in mixed human-autonomous vehicle traffic scenarios. Although significant progress has been made…

计算机视觉与模式识别 · 计算机科学 2026-03-06 Shreedhar Govil , Didier Stricker , Jason Rambach

Gaze tracking is a valuable tool with a broad range of applications in various fields, including medicine, psychology, virtual reality, marketing, and safety. Therefore, it is essential to have gaze tracking software that is cost-efficient…

计算机视觉与模式识别 · 计算机科学 2023-03-20 Galen O'Shea , Majid Komeili

The advent and growing popularity of Virtual Reality (VR) and Mixed Reality (MR) solutions have revolutionized the way we interact with digital platforms. The cutting-edge gaze-controlled typing methods, now prevalent in high-end models of…

人机交互 · 计算机科学 2024-09-13 Hanqiu Wang , Zihao Zhan , Haoqi Shan , Siqi Dai , Max Panoff , Shuo Wang

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 networks given the lack of large amount of data…

计算机视觉与模式识别 · 计算机科学 2019-04-25 Yu Yu , Gang Liu , Jean-Marc Odobez

We present GazeMotion, a novel method for human motion forecasting that combines information on past human poses with human eye gaze. Inspired by evidence from behavioural sciences showing that human eye and body movements are closely…

计算机视觉与模式识别 · 计算机科学 2024-07-12 Zhiming Hu , Syn Schmitt , Daniel Haeufle , Andreas Bulling

Human gaze offers rich supervisory signals for understanding visual attention in complex visual environments. In this paper, we propose Eyes on Target, a novel depth-aware and gaze-guided object detection framework designed for egocentric…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Vishakha Lall , Yisi Liu

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

The cameras in modern gaze-tracking systems suffer from fundamental bandwidth and power limitations, constraining data acquisition speed to 300 Hz realistically. This obstructs the use of mobile eye trackers to perform, e.g., low latency…

计算机视觉与模式识别 · 计算机科学 2022-08-09 Anastasios N. Angelopoulos , Julien N. P. Martel , Amit P. S. Kohli , Jorg Conradt , Gordon Wetzstein

Appearance-based gaze estimation provides relatively unconstrained gaze tracking. However, subject-independent models achieve limited accuracy partly due to individual variations. To improve estimation, we propose a novel gaze decomposition…

计算机视觉与模式识别 · 计算机科学 2020-01-10 Zhaokang Chen , Bertram E. Shi