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97 Results Found

  • Article
  • Open Access
9 Citations
3,800 Views
17 Pages

17 December 2020

Autonomous vehicles (AV) increasingly allow drivers to engage in secondary tasks such as eating or working on a laptop and thus require easy and reliable interaction inputs to facilitate communication between the driver and the vehicle. However, driv...

(This article belongs to the Special Issue User Experience for Advanced Human–Computer Interaction)
  • Article
  • Open Access
9 Citations
4,130 Views
20 Pages

11 February 2018

This paper describes the motion control system for a powered wheelchair using eye gaze in an unknown environment. Recently, new Human-Computer Interfaces (HCIs) that have replaced joysticks have been developed for a person with a disability of the up...

(This article belongs to the Section Mechanical Engineering)
  • Article
  • Open Access
24 Citations
8,499 Views
18 Pages

GazeGuide: An Eye-Gaze-Guided Active Immersive UAV Camera

  • Pavan Kumar B. N.,
  • Adithya Balasubramanyam,
  • Ashok Kumar Patil,
  • Chethana B. and
  • Young Ho Chai

1 March 2020

Over the years, gaze input modality has been an easy and demanding human–computer interaction (HCI) method for various applications. The research of gaze-based interactive applications has advanced considerably, as HCIs are no longer constraine...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
31 Citations
9,402 Views
22 Pages

11 September 2017

This research proposes a gaze pointer-based user interface to provide user-oriented interaction suitable for the virtual reality environment on mobile platforms. For this purpose, a mobile platform-based three-dimensional interactive content is produ...

  • Article
  • Open Access
12 Citations
4,260 Views
17 Pages

With the spread of eyewear devices, people are increasingly using information devices in various everyday situations. In these situations, it is important for eyewear devices to have eye-based interaction functions for simple hands-free input at a lo...

(This article belongs to the Special Issue Design, Development and Testing of Wearable Devices)
  • Article
  • Open Access
614 Views
20 Pages

24 April 2026

As smart eyewear becomes increasingly widespread, the need for hands-free input interfaces is growing. Although eye-based input is a promising approach, many everyday interactions do not necessarily require the high-precision gaze-point estimation us...

(This article belongs to the Special Issue Feature Papers in Smart Sensing and Intelligent Sensors 2026)
  • Review
  • Open Access
28 Citations
6,887 Views
17 Pages

Eye tracking technology is now mature enough to be exploited in various areas of human–computer interaction. In this paper, we consider the use of gaze-based communication in museums and exhibitions, to make the visitor experience more engaging...

(This article belongs to the Special Issue Human-Computer Interaction: Current Opportunities and Future Challenges)
  • Article
  • Open Access
5 Citations
810 Views
14 Pages

Haptic Feedback in Eye Typing

  • Päivi Majaranta,
  • Poika Isokoski,
  • Jussi Rantala,
  • Oleg Špakov and ,
  • Deepak Akkil,
  • Jari Kangas and
  • Roope Raisamo
  • + 2 authors+ 0 author

2 January 2016

Proper feedback is essential in gaze based interfaces, where the same modality is used for both perception and control. We measured how vibrotactile feedback, a form of haptic feedback, compares with the commonly used visual and auditory feedback in...

  • Article
  • Open Access
17 Citations
7,583 Views
43 Pages

21 June 2023

With the increasing presence of robots in our daily lives, it is crucial to design interaction interfaces that are natural, easy to use and meaningful for robotic tasks. This is important not only to enhance the user experience but also to increase t...

(This article belongs to the Special Issue Visual Sensing and Sensor Fusion for Machine Intelligence)
  • Article
  • Open Access
863 Views
23 Pages

Virtual reality (VR) headsets with built-in eye trackers can record binocular gaze, but prior biometric studies have largely emphasized monocular gaze or general spatial trajectories, leaving the identity value of interocular coordination largely unt...

(This article belongs to the Special Issue Digital Advances in Binocular Vision and Eye Movement Assessment)
  • Article
  • Open Access
1 Citations
539 Views
26 Pages

GazeHRNet: Head-Centric Spatial Encoding and Gaze-Aware Feature Interaction for Gaze Target Detection

  • Tianxiang Nan,
  • Chenglizhao Chen,
  • Xi Chen,
  • Zhi Li and ,
  • Xiangyu Wei and
  • Xinyu Liu
  • + 1 author+ 0 author

28 July 2026

Gaze target detection requires understanding where a person is looking by jointly reasoning about the gazer and the surrounding scene. While recent methods have benefited from powerful pretrained visual backbones, they often treat gaze prediction as...

(This article belongs to the Section Intelligent Sensors)
  • Article
  • Open Access
14 Citations
7,327 Views
31 Pages

Model-Based 3D Gaze Estimation Using a TOF Camera

  • Kuanxin Shen,
  • Yingshun Li,
  • Zhannan Guo,
  • Jintao Gao and
  • Yingjian Wu

6 February 2024

Among the numerous gaze-estimation methods currently available, appearance-based methods predominantly use RGB images as input and employ convolutional neural networks (CNNs) to detect facial images to regressively obtain gaze angles or gaze points....

(This article belongs to the Topic 3D Computer Vision and Smart Building and City, 2nd Edition)
  • Article
  • Open Access
1 Citations
3,552 Views
15 Pages

30 September 2022

The goal of gaze estimation is to estimate a gaze vector from an image containing a face or eye(s). Most existing studies use pre-defined fixed-resolution images to estimate the gaze vector. However, images captured from in-the-wild environments may...

(This article belongs to the Special Issue Computer Vision Techniques Applied to Human Behaviour Analysis in the Real-World)
  • Article
  • Open Access
338 Views
32 Pages

MultiNet: Improving Gaze Estimation via Face-to-Camera Distance and Multi-Branch Learning

  • Nikita Ligostaev,
  • Nicola Conci,
  • Roberto Passerone and
  • Andrey Somov

2 October 2026

We present MultiNet, a multi-branch pipeline that directly predicts the gaze vector or the point of gaze from multiple modalities derived from a single camera capture. In particular, we address the under-explored use of metric face-to-camera distance...

(This article belongs to the Section Intelligent Sensors)
  • Article
  • Open Access
3 Citations
2,972 Views
28 Pages

Research on Virtual Reality (VR) interfaces for distant object interaction has been carried out to improve user experience. Since hand-only interfaces and gaze-only interfaces have limitations such as physical fatigue or restricted usage, VR interact...

(This article belongs to the Section Computer Science & Engineering)
  • Article
  • Open Access
10 Citations
6,273 Views
17 Pages

26 May 2022

Gaze is an excellent indicator and has utility in that it can express interest or intention and the condition of an object. Recent deep-learning methods are mainly appearance-based methods that estimate gaze based on a simple regression from entire f...

(This article belongs to the Special Issue Computer Vision and Machine Learning for Intelligent Sensing Systems)
  • Article
  • Open Access
24 Citations
1,353 Views
14 Pages

Human-Robot Interaction Based on Gaze Gestures for the Drone Teleoperation

  • Mingxin Yu,
  • Yingzi Lin,
  • Xiangzhou Wang,
  • David Schmidt and
  • Yu Wang
J. Eye Mov. Res.2014, 7(4), 1-14;https://doi.org/10.16910/jemr.7.4.4 
(registering DOI)

29 September 2014

Teleoperation has been widely used to perform tasks in dangerous and unreachable environments by replacing humans with controlled agents. The idea of human-robot interaction (HRI) is very important in teleoperation. Conventional HRI input devices inc...

  • Review
  • Open Access
3 Citations
3,356 Views
32 Pages

Deep Learning-Based Gaze Estimation: A Review

  • Ahmed A. Abdelrahman,
  • Basheer Al-Tawil and
  • Ayoub Al-Hamadi

25 March 2026

Gaze estimation, a critical facet of understanding user intent and enhancing human–computer interaction, has seen substantial advancements with the integration of deep learning technologies. Despite the progress, the application of deep learnin...

(This article belongs to the Topic Advances in Robot Vision Perception and Control Technology)
  • Article
  • Open Access
57 Citations
1,691 Views
15 Pages

Eye Movements in Gaze Interaction

  • Emilie Møllenbach,
  • John Paulin Hansen and
  • Martin Lillholm
J. Eye Mov. Res.2013, 6(2), 1-15;https://doi.org/10.16910/jemr.6.2.1 
(registering DOI)

9 May 2013

Gaze, as a sole input modality must support complex navigation and selection tasks. Gaze interaction combines specific eye movements and graphic display objects (GDOs). This paper suggests a unifying taxonomy of gaze interaction principles. The taxon...

  • Article
  • Open Access
7 Citations
3,313 Views
17 Pages

Gaze Tracking Based on Concatenating Spatial-Temporal Features

  • Bor-Jiunn Hwang,
  • Hui-Hui Chen,
  • Chaur-Heh Hsieh and
  • Deng-Yu Huang

11 January 2022

Based on experimental observations, there is a correlation between time and consecutive gaze positions in visual behaviors. Previous studies on gaze point estimation usually use images as the input for model trainings without taking into account the...

(This article belongs to the Section Biomedical Sensors)
  • Article
  • Open Access
9 Citations
4,090 Views
15 Pages

FreeGaze: A Framework for 3D Gaze Estimation Using Appearance Cues from a Facial Video

  • Shang Tian,
  • Haiyan Tu,
  • Ling He,
  • Yue Ivan Wu and
  • Xiujuan Zheng

4 December 2023

Gaze is a significant behavioral characteristic that can be used to reflect a person’s attention. In recent years, there has been a growing interest in estimating gaze from facial videos. However, gaze estimation remains a challenging problem d...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access
15 Citations
10,688 Views
21 Pages

16 August 2013

Most conventional gaze-tracking systems require that users look at many points during the initial calibration stage, which is inconvenient for them. To avoid this requirement, we propose a new gaze-tracking method with four important characteristics....

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
6 Citations
3,397 Views
21 Pages

Gaze Estimation Based on a Multi-Stream Adaptive Feature Fusion Network

  • Changli Li,
  • Enrui Tong,
  • Kao Zhang,
  • Nenglun Cheng and ,
  • Zhongyuan Lai and
  • Zhigeng Pan
  • + 1 author+ 0 author

27 March 2025

Recently, with the widespread application of deep learning networks, appearance-based gaze estimation has made breakthrough progress. However, most methods focus on feature extraction from the facial region while neglecting the critical role of the e...

(This article belongs to the Topic Visual Computing and Understanding: New Developments and Trends)
  • Article
  • Open Access
594 Views
27 Pages

10 June 2026

Mixed reality (MR) technologies enable users to experience computer-generated content within the physical environment through spatial computing and head-mounted displays. By supporting real-time interaction through speech, gesture, gaze, and movement...

(This article belongs to the Special Issue EEG Signal Processing Techniques and Applications—3rd Edition)
  • Communication
  • Open Access
9 Citations
5,854 Views
13 Pages

30 June 2021

Most eye tracking methods are light-based. As such, they can suffer from ambient light changes when used outdoors, especially for use cases where eye trackers are embedded in Augmented Reality glasses. It has been recently suggested that ultrasound c...

(This article belongs to the Special Issue Eye Tracking Techniques, Applications, and Challenges)
  • Article
  • Open Access
1 Citations
546 Views
36 Pages

General gaze following aims to infer the region attended to by a person within a natural scene and offers a computational perspective on visual attention and social scene understanding. Existing direction-guided methods usually reduce gaze direction...

  • Article
  • Open Access
13 Citations
6,036 Views
16 Pages

Gaze-Guided Control of an Autonomous Mobile Robot Using Type-2 Fuzzy Logic

  • Mahmut Dirik,
  • Oscar Castillo and
  • Adnan Fatih Kocamaz

Motion control of mobile robots in a cluttered environment with obstacles is an important problem. It is unsatisfactory to control a robot’s motion using traditional control algorithms in a complex environment in real time. Gaze tracking techno...

(This article belongs to the Special Issue Fuzzy Decision Making and Soft Computing Applications)
  • Article
  • Open Access
3 Citations
3,432 Views
17 Pages

Gaze-Dependent Image Re-Ranking Technique for Enhancing Content-Based Image Retrieval

  • Yuhu Feng,
  • Keisuke Maeda,
  • Takahiro Ogawa and
  • Miki Haseyama

11 May 2023

Content-based image retrieval (CBIR) aims to find desired images similar to the image input by the user, and it is extensively used in the real world. Conventional CBIR methods do not consider user preferences since they only determine retrieval resu...

(This article belongs to the Topic Applications in Image Analysis and Pattern Recognition)
  • Article
  • Open Access
3 Citations
2,216 Views
20 Pages

4 November 2025

Eye movement is an important tool used to investigate cognition. It also serves as input in human–computer interfaces for assistive technology. It can be measured with camera-based eye tracking and electro-oculography (EOG). EOG does not rely o...

(This article belongs to the Section Biomedical Sensors)
  • Article
  • Open Access
6 Citations
4,504 Views
28 Pages

Examination of Eye-Tracking, Head-Gaze, and Controller-Based Ray-Casting in TMT-VR: Performance and Usability Across Adulthood

  • Panagiotis Kourtesis,
  • Evgenia Giatzoglou,
  • Panagiotis Vorias,
  • Katerina Alkisti Gounari and ,
  • Eleni Orfanidou and
  • Chrysanthi Nega
  • + 1 author+ 0 author

Virtual reality (VR) can enrich neuropsychological testing, yet the ergonomic trade-offs of its input modes remain under-examined. Seventy-seven healthy volunteers—young (19–29 y) and middle-aged (35–56 y)—completed a VR Trail...

(This article belongs to the Special Issue 3D User Interfaces and Virtual Reality—2nd Edition)
  • Article
  • Open Access
8 Citations
5,237 Views
20 Pages

31 August 2020

In smart interactive environments, such as digital museums or digital exhibition halls, it is important to accurately understand the user’s intent to ensure successful and natural interaction with the exhibition. In the context of predicting us...

(This article belongs to the Collection Human-Computer Interaction in Pervasive Computing Environments)
  • Article
  • Open Access
6 Citations
4,880 Views
15 Pages

30 June 2021

Gaze data visualization constitutes one of the most critical processes during eye-tracking analysis. Considering that modern devices are able to collect gaze data in extremely high frequencies, the visualization of the collected aggregated gaze data...

  • Article
  • Open Access
197 Views
36 Pages

Biomimetic Gaze–Force Shared Control for Collaborative Manipulation: An Upper-Limb Interface for Humanoid Robots

  • Minghao Bai,
  • Xizhe Zang,
  • Zhiqiang Jiang,
  • Quan Zhang and ,
  • Boyang Chen and
  • Jie Zhao
  • + 1 author+ 0 author

2 November 2026

Biomimetic humanoid control can emulate not only human morphology and motion but also the sensorimotor organization that couples visual anticipation with physical correction during joint action. Inspired by this principle, we propose a gaze–for...

(This article belongs to the Special Issue Biomimetic Humanoid Robotics: From Foundation Models to Whole-Body Control)
  • Feature Paper
  • Article
  • Open Access
34 Citations
6,339 Views
16 Pages

11 July 2021

The automatic detection of deceptive behaviors has recently attracted the attention of the research community due to the variety of areas where it can play a crucial role, such as security or criminology. This work is focused on the development of an...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
581 Views
16 Pages

4 June 2026

With the development of human–computer interaction technology, non-contact interaction based on gaze tracking and facial movements has become a research hotspot. Traditional mouse-and-keyboard methods pose challenges for people with disabilitie...

(This article belongs to the Special Issue Image Processing: Technologies, Methods, Apparatus)
  • Article
  • Open Access
2 Citations
1,859 Views
18 Pages

ITap: Index Finger Tap Interaction by Gaze and Tabletop Integration

  • Jeonghyeon Kim,
  • Jemin Lee,
  • Jung-Hoon Ahn and
  • Youngwon Kim

30 April 2025

This paper presents ITap, a novel interaction method utilizing hand tracking to create a virtual touchpad on a tabletop. ITap facilitates touch interactions such as tapping, dragging, and swiping using the index finger. The technique combines gaze-ba...

(This article belongs to the Section Biomedical Sensors)
  • Article
  • Open Access
6 Citations
6,900 Views
31 Pages

6 November 2017

Recently, many studies have actively dealt with the issue of driver-gaze tracking for monitoring the forward gaze and physical condition. Driver-gaze tracking is an effective method of measuring a driver’s inattention that is one of the major causes...

  • Article
  • Open Access
8 Citations
5,705 Views
23 Pages

24 February 2018

An eye-of-origin singleton, e.g., a bar shown to the left eye among many other bars shown to the right eye, can capture attention and gaze exogenously or reflexively, even when it appears identical to other visual input items in the scene and when th...

(This article belongs to the Special Issue Reflexive Shifts in Visual Attention)
  • Article
  • Open Access
12 Citations
481 Views
14 Pages

25 January 2017

User-centered design questions in gaze interfaces have been explored in multitude empirical investigations. Interestingly, the question of what eye should be the input device has never been studied. We compared tracking accuracy between the “cyclopea...

  • Article
  • Open Access
9 Citations
2,123 Views
29 Pages

Eye-tracking allows researchers to infer cognitive processes from eye movements that are classified into distinct events. Parsing the events is typically done by algorithms. Here we aim at developing an unsupervised, generative model that can be fitt...

  • Article
  • Open Access
54 Citations
11,443 Views
21 Pages

19 January 2020

This paper describes a low-cost, robust, and accurate remote eye-tracking system that uses an industrial prototype smartphone with integrated infrared illumination and camera. Numerous studies have demonstrated the beneficial use of eye-tracking in d...

(This article belongs to the Special Issue Machine Learning for Biomedical Imaging and Sensing)
  • Article
  • Open Access
6 Citations
3,067 Views
24 Pages

9 August 2024

A scientific method for evaluating the design of interfaces is proposed to address the unique characteristics and user needs of infrequent-contact public service interfaces. This method is significant for enhancing service efficiency and promoting th...

  • Article
  • Open Access
14 Citations
3,861 Views
19 Pages

20 November 2023

Action quality assessment (AQA) tasks in computer vision evaluate action quality in videos, and they can be applied to sports for performance evaluation. A typical example of AQA is predicting the final score from a video that captures an entire figu...

(This article belongs to the Section Navigation and Positioning)
  • Article
  • Open Access
10 Citations
4,327 Views
12 Pages

Voice as a Mouse Click: Usability and Effectiveness of Simplified Hands-Free Gaze-Voice Selection

  • Darisy G. Zhao,
  • Nikita D. Karikov,
  • Eugeny V. Melnichuk,
  • Boris M. Velichkovsky and
  • Sergei L. Shishkin

9 December 2020

Voice- and gaze-based hands-free input are increasingly used in human-machine interaction. Attempts to combine them into a hybrid technology typically employ the voice channel as an information-rich channel. Voice seems to be “overqualified&rdq...

(This article belongs to the Special Issue User Experience for Advanced Human–Computer Interaction)
  • Article
  • Open Access
5 Citations
2,596 Views
18 Pages

A Tool to Assist in the Analysis of Gaze Patterns in Upper Limb Prosthetic Use

  • Peter Kyberd,
  • Alexandru Florin Popa and
  • Théo Cojean

8 September 2023

Gaze-tracking, where the point of regard of a subject is mapped onto the image of the scene the subject sees, can be employed to study the visual attention of the users of prosthetic hands. It can show whether the user pays greater attention to the a...

  • Feature Paper
  • Article
  • Open Access
11 Citations
8,007 Views
29 Pages

7 January 2019

Studies are being actively conducted on camera-based driver gaze tracking in a vehicle environment for vehicle interfaces and analyzing forward attention for judging driver inattention. In existing studies on the single-camera-based method, there are...

(This article belongs to the Special Issue Deep Learning-Based Image Sensors)
  • Article
  • Open Access
14 Citations
4,935 Views
20 Pages

Gaze Focalization System for Driving Applications Using OpenFace 2.0 Toolkit with NARMAX Algorithm in Accidental Scenarios

  • Javier Araluce,
  • Luis M. Bergasa,
  • Manuel Ocaña,
  • Elena López-Guillén and ,
  • Pedro A. Revenga,
  • J. Felipe Arango and
  • Oscar Pérez
  • + 2 authors+ 0 author

18 September 2021

Monitoring driver attention using the gaze estimation is a typical approach used on road scenes. This indicator is of great importance for safe driving, specially on Level 3 and Level 4 automation systems, where the take over request control strategy...

(This article belongs to the Special Issue Recent Advances in Human-Computer Interaction)
  • Review
  • Open Access
5 Citations
2,804 Views
16 Pages

27 December 2025

This study provides a chronological analysis of how Extended Reality (XR) interaction techniques have evolved from early controller-centered interfaces to natural hand- and gaze-based input and, more recently, to multimodal input, with a particular f...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access
11 Citations
2,514 Views
13 Pages

GaVe: A Webcam-Based Gaze Vending Interface Using One-Point Calibration

  • Zhe Zeng,
  • Sai Liu,
  • Hao Cheng,
  • Hailong Liu and ,
  • Yang Li,
  • Yu Feng and
  • Felix Wilhelm Siebert
  • + 2 authors+ 0 author

25 January 2023

Gaze input, i.e., information input via eye of users, represents a promising method for contact- free interaction in human-machine systems. In this paper, we present the GazeVending interface (GaVe), which lets users control actions on a display with...

  • Article
  • Open Access
2 Citations
1,623 Views
20 Pages

4 January 2025

To obtain the optimal driving visual guidance methods in sudden low-visibility fog environments, it is crucial to analyze the changes in visual characteristics and information demand under low-visibility foggy conditions. The paper constructs a drivi...

(This article belongs to the Section Transportation and Future Mobility)

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