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We address the problem of gaze target estimation, which aims to predict where a person is looking in a scene. Predicting a person's gaze target requires reasoning both about the person's appearance and the contents of the scene. Prior works…

计算机视觉与模式识别 · 计算机科学 2025-06-05 Fiona Ryan , Ajay Bati , Sangmin Lee , Daniel Bolya , Judy Hoffman , James M. Rehg

Gaze estimation, which is a method to determine where a person is looking at given the person's full face, is a valuable clue for understanding human intention. Similarly to other domains of computer vision, deep learning (DL) methods have…

计算机视觉与模式识别 · 计算机科学 2022-08-09 Longzhao Huang , Yujie Li , Xu Wang , Haoyu Wang , Ahmed Bouridane , Ahmad Chaddad

Gaze estimation is a crucial task in computer vision, however, existing methods suffer from high computational costs, which limit their practical deployment in resource-limited environments. In this paper, we propose a novel lightweight…

计算机视觉与模式识别 · 计算机科学 2023-05-23 Tao Xu , Bo Wu , Ruilong Fan , Yun Zhou , Di Huang

Eye gaze estimation has become increasingly significant in computer vision.In this paper,we systematically study the mainstream of eye gaze estimation methods,propose a novel methodology to estimate eye gaze points and eye gaze directions…

计算机视觉与模式识别 · 计算机科学 2021-01-19 Yong Huang , Ben Chen , Daiming Qu

Recent studies on appearance based gaze estimation indicate the ability of Neural Networks to decode gaze information from facial images encompassing pose information. In this paper, we propose Gaze-Net: A capsule network capable of…

计算机视觉与模式识别 · 计算机科学 2020-04-17 Bhanuka Mahanama , Yasith Jayawardana , Sampath Jayarathna

Predicting the target of visual search from eye fixation (gaze) data is a challenging problem with many applications in human-computer interaction. In contrast to previous work that has focused on individual instances as a search target, we…

计算机视觉与模式识别 · 计算机科学 2017-04-04 Hosnieh Sattar , Andreas Bulling , Mario Fritz

This paper introduces neck-mounted view gaze estimation, a new task that estimates user gaze from the neck-mounted camera perspective. Prior work on egocentric gaze estimation, which predicts device wearer's gaze location within the…

计算机视觉与模式识别 · 计算机科学 2026-02-13 Haoyu Huang , Yoichi Sato

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 have been not evaluated across multiple datasets. In this work we…

计算机视觉与模式识别 · 计算机科学 2017-02-07 Xucong Zhang , Yusuke Sugano , Mario Fritz , Andreas Bulling

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

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 this idea further, we propose an appearance-based method…

计算机视觉与模式识别 · 计算机科学 2023-05-17 Xucong Zhang , Yusuke Sugano , Mario Fritz , Andreas Bulling

A driver's gaze is critical for determining their attention, state, situational awareness, and readiness to take over control from partially automated vehicles. Estimating the gaze direction is the most obvious way to gauge a driver's state…

计算机视觉与模式识别 · 计算机科学 2021-06-17 Akshay Rangesh , Bowen Zhang , Mohan M. Trivedi

In this letter, we propose a new method, Multi-Clue Gaze (MCGaze), to facilitate video gaze estimation via capturing spatial-temporal interaction context among head, face, and eye in an end-to-end learning way, which has not been well…

计算机视觉与模式识别 · 计算机科学 2024-01-01 Yiran Guan , Zhuoguang Chen , Wenzheng Zeng , Zhiguo Cao , Yang Xiao

Eye-tracking applications that utilize the human gaze in video understanding tasks have become increasingly important. To effectively automate the process of video analysis based on eye-tracking data, it is important to accurately replicate…

计算机视觉与模式识别 · 计算机科学 2024-04-15 Suleyman Ozdel , Yao Rong , Berat Mert Albaba , Yen-Ling Kuo , Xi Wang , Enkelejda Kasneci

Due to the recent outbreak of COVID-19, many classes, exams, and meetings have been conducted non-face-to-face. However, the foundation for video conferencing solutions is still insufficient. So this technology has become an important…

计算机视觉与模式识别 · 计算机科学 2021-07-15 Suneung-Kim , Seong-Whan Lee

Estimation of 3D gaze is highly relevant to multiple fields, including but not limited to interactive systems, specialized human-computer interfaces, and behavioral research. Although recently deep learning methods have boosted the accuracy…

计算机视觉与模式识别 · 计算机科学 2020-11-04 Gabriel Lefundes , Luciano Oliveira

Robust gaze estimation is a challenging task, even for deep CNNs, due to the non-availability of large-scale labeled data. Moreover, gaze annotation is a time-consuming process and requires specialized hardware setups. We propose MTGLS: a…

计算机视觉与模式识别 · 计算机科学 2021-12-14 Shreya Ghosh , Munawar Hayat , Abhinav Dhall , Jarrod Knibbe

Appearance-based gaze estimation has been very successful with the use of deep learning. Many following works improved domain generalization for gaze estimation. However, even though there has been much progress in domain generalization for…

计算机视觉与模式识别 · 计算机科学 2022-12-09 Adam Lee

Gaze following and social gaze prediction are fundamental tasks providing insights into human communication behaviors, intent, and social interactions. Most previous approaches addressed these tasks separately, either by designing highly…

计算机视觉与模式识别 · 计算机科学 2024-03-18 Anshul Gupta , Samy Tafasca , Arya Farkhondeh , Pierre Vuillecard , Jean-Marc Odobez

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

Gaze estimation has become a subject of growing interest in recent research. Most of the current methods rely on single-view facial images as input. Yet, it is hard for these approaches to handle large head angles, leading to potential…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Ruicong Liu , Feng Lu