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Human eye gaze estimation is an important cognitive ingredient for successful human-robot interaction, enabling the robot to read and predict human behavior. We approach this problem using artificial neural networks and build a modular…

计算机视觉与模式识别 · 计算机科学 2024-03-01 Dmytro Herashchenko , Igor Farkaš

A user's eyes provide means for Human Computer Interaction (HCI) research as an important modal. The time to time scientific explorations of the eye has already seen an upsurge of the benefits in HCI applications from gaze estimation to the…

计算机视觉与模式识别 · 计算机科学 2021-06-10 Atul Sahay , Imon Mukherjee , Kavi Arya

We present a new and accurate approach for gaze estimation on consumer computing devices. We take advantage of continued strides in the quality of user-facing cameras found in e.g., smartphones, laptops, and desktops - 4K or greater in…

人机交互 · 计算机科学 2026-03-23 Taejun Kim , Vimal Mollyn , Riku Arakawa , Chris Harrison

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

Although gaze estimation methods have been developed with deep learning techniques, there has been no such approach as aim to attain accurate performance in low-resolution face images with a pixel width of 50 pixels or less. To solve a…

计算机视觉与模式识别 · 计算机科学 2022-09-22 Jun-Seok Yun , Youngju Na , Hee Hyeon Kim , Hyung-Il Kim , Seok Bong Yoo

We present a novel appearance-based approach for pose estimation of a human hand using the point clouds provided by the low-cost Microsoft Kinect sensor. Both the free-hand case, in which the hand is isolated from the surrounding…

计算机视觉与模式识别 · 计算机科学 2016-04-08 Pasquale Coscia , Francesco A. N. Palmieri , Francesco Castaldo , Alberto Cavallo

Human-Computer Interaction(HCI) is a field that studies interactions between human users and computer systems. With the development of HCI, individuals or groups of people can use various digital technologies to achieve the optimal user…

计算机视觉与模式识别 · 计算机科学 2020-09-11 Hoyeon Ahn

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

Human gaze is essential for various appealing applications. Aiming at more accurate gaze estimation, a series of recent works propose to utilize face and eye images simultaneously. Nevertheless, face and eye images only serve as independent…

计算机视觉与模式识别 · 计算机科学 2020-01-03 Yihua Cheng , Shiyao Huang , Fei Wang , Chen Qian , Feng Lu

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

Human gaze provides valuable information on human focus and intentions, making it a crucial area of research. Recently, deep learning has revolutionized appearance-based gaze estimation. However, due to the unique features of gaze…

计算机视觉与模式识别 · 计算机科学 2024-04-25 Yihua Cheng , Haofei Wang , Yiwei Bao , Feng Lu

Estimating human gaze from natural eye images only is a challenging task. Gaze direction can be defined by the pupil- and the eyeball center where the latter is unobservable in 2D images. Hence, achieving highly accurate gaze estimates is…

计算机视觉与模式识别 · 计算机科学 2018-12-31 Seonwook Park , Adrian Spurr , Otmar Hilliges

Appearance-based gaze estimation from RGB images provides relatively unconstrained gaze tracking. We have previously proposed a gaze decomposition method that decomposes the gaze angle into the sum of a subject-independent gaze estimate…

计算机视觉与模式识别 · 计算机科学 2022-02-15 Zhaokang Chen , Bertram E. Shi

Non-invasive gaze estimation methods usually regress gaze directions directly from a single face or eye image. However, due to important variabilities in eye shapes and inner eye structures amongst individuals, universal models obtain…

计算机视觉与模式识别 · 计算机科学 2020-02-07 Gang Liu , Yu Yu , Kenneth A. Funes Mora , Jean-Marc Odobez

In the rapidly advancing domain of computer vision, accurately estimating the poses of multiple individuals from various viewpoints remains a significant challenge, especially when reliability is a key requirement. This paper introduces a…

计算机视觉与模式识别 · 计算机科学 2025-03-10 Daniel Bermuth , Alexander Poeppel , Wolfgang Reif

Gaze detection and head orientation are an important part of many advanced human-machine interaction applications. Many systems have been proposed for gaze detection. Typically, they require some form of user cooperation and calibration.…

计算机视觉与模式识别 · 计算机科学 2016-08-31 J. Y. Kaminski , M. Teicher , D. Knaan , A. Shavit

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

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

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

Enabling robots to understand human gaze target is a crucial step to allow capabilities in downstream tasks, for example, attention estimation and movement anticipation in real-world human-robot interactions. Prior works have addressed the…

计算机视觉与模式识别 · 计算机科学 2025-07-02 Zhuangzhuang Dai , Vincent Gbouna Zakka , Luis J. Manso , Chen Li
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