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  • Article
  • Open Access
31 Citations
1,290 Views
10 Pages

It is still unknown whether the very application of gaze for interaction has effects on cognitive strategies users employ and how these effects materialize. We conducted a between-subject experiment in which thirty-six participants interacted with a...

  • Article
  • Open Access
6 Citations
3,016 Views
12 Pages

Enhancing Visual Exploration through Augmented Gaze: High Acceptance of Immersive Virtual Biking by Oldest Olds

  • Claudio de’Sperati,
  • Vittorio Dalmasso,
  • Michela Moretti,
  • Emil Rosenlund Høeg and ,
  • Gabriel Baud-Bovy,
  • Roberto Cozzi and
  • Jacopo Ippolito
  • + 2 authors+ 0 author

The diffusion of virtual reality applications dedicated to aging urges us to appraise its acceptance by target populations, especially the oldest olds. We investigated whether immersive virtual biking, and specifically a visuomotor manipulation aimed...

(This article belongs to the Special Issue Management of Patients with Chronic Diseases with Virtual Rehabilitation, Telerehabilitation and Remote Monitoring)
  • Article
  • Open Access
1,295 Views
14 Pages

GhostBlock-Augmented Lightweight Gaze Tracking via Depthwise Separable Convolution

  • Jing-Ming Guo,
  • Yu-Sung Cheng,
  • Yi-Chong Zeng and
  • Zong-Yan Yang

This paper proposes a lightweight gaze-tracking architecture named GhostBlock-Augmented Look to Coordinate Space (L2CS), which integrates GhostNet-based modules and depthwise separable convolution to achieve a better trade-off between model accuracy...

  • Article
  • Open Access
7 Citations
3,111 Views
20 Pages

Mobile Eye Tracking during Experimenting with Digital Scaffolding—Gaze Shifts between Augmented Reality and Experiment during Zinc Iodide Electrolysis Set-Up

  • Timo Fleischer,
  • Ines Deibl,
  • Stephanie Moser,
  • Alexander Strahl and ,
  • Simone Maier and
  • Joerg Zumbach
  • + 1 author+ 0 author

6 February 2023

In this exploratory eye tracking study, gaze behavior during an experiment on electrolysis of a zinc iodide solution has been examined. The experiment is designed according to inquiry-based learning and therefore well suited to students’ self-d...

  • Article
  • Open Access
1 Citations
3,198 Views
16 Pages

An Accuracy Enhanced Vision Language Grounding Method Fused with Gaze Intention

  • Junqian Zhang,
  • Long Tu,
  • Yakun Zhang,
  • Liang Xie and ,
  • Minpeng Xu,
  • Dong Ming,
  • Ye Yan and
  • Erwei Yin
  • + 3 authors+ 0 author

14 December 2023

Visual grounding aims to recognize and locate the target in the image according to human intention, which provides a new intelligent interaction idea and method for augmented reality (AR) and virtual reality (VR) devices. However, existing vision lan...

  • Article
  • Open Access
2 Citations
5,247 Views
25 Pages

21 October 2024

Data augmentation is commonly utilized to increase the size and diversity of training sets for deep learning tasks. In this study, we propose a novel application of an existing image generation approach in the domain of realistic eye images that leve...

(This article belongs to the Special Issue Latest Research on Eye Tracking Applications)
  • Article
  • Open Access
19 Citations
7,714 Views
15 Pages

18 October 2022

With technological development and industrial transformation, the architecture, engineering, and construction (AEC) industry, comprising architecture, engineering, and construction, has shifted from a traditional drawing-based design mode to a digita...

(This article belongs to the Special Issue Digital and Intelligent Approaches for Sustainable Architectural Design)
  • Article
  • Open Access
2 Citations
2,768 Views
23 Pages

In this study, the challenges posed by limited annotated medical data in the field of eye movement AI analysis are addressed through the introduction of a novel physiologically based gaze data augmentation library. Unlike traditional augmentation met...

(This article belongs to the Special Issue Deep Learning Methods and Application for Bioinformatics and Healthcare)
  • Article
  • Open Access
1,906 Views
20 Pages

SOUTY: A Voice Identity-Preserving Mobile Application for Arabic-Speaking Amyotrophic Lateral Sclerosis Patients Using Eye-Tracking and Speech Synthesis

  • Hessah A. Alsalamah,
  • Leena Alhabrdi,
  • May Alsebayel,
  • Aljawhara Almisned and ,
  • Deema Alhadlaq,
  • Loody S. Albadrani,
  • Seetah M. Alsalamah and
  • Shada AlSalamah
  • + 3 authors+ 0 author

14 August 2025

Amyotrophic Lateral Sclerosis (ALS) is a neurodegenerative disorder that progressively impairs motor and communication abilities. Globally, the prevalence of ALS was estimated at approximately 222,800 cases in 2015 and is projected to increase by nea...

  • Article
  • Open Access
801 Views
27 Pages

29 June 2026

Wire harness assembly is a highly manual job performed on formboards. Augmented reality (AR)-assisted wiring operations can improve work efficiency and reduce operator workload. However, investigations into the effects of AR-assisted wiring assembly...

(This article belongs to the Section Cognition)
  • Article
  • Open Access
13 Citations
5,967 Views
17 Pages

RoboEye, an Efficient, Reliable and Safe Semi-Autonomous Gaze Driven Wheelchair for Domestic Use

  • Luca Maule,
  • Alessandro Luchetti,
  • Matteo Zanetti,
  • Paolo Tomasin and ,
  • Marco Pertile,
  • Mattia Tavernini,
  • Giovanni M. A. Guandalini and
  • Mariolino De Cecco
  • + 3 authors+ 0 author

Any severe motor disability is a condition that limits the ability to interact with the environment, even the domestic one, caused by the loss of control over one’s mobility. This work presents RoboEYE, a power wheelchair designed to allow users to m...

(This article belongs to the Section Assistive Technologies)
  • Article
  • Open Access
11 Citations
4,993 Views
16 Pages

3 August 2021

This study addresses the importance of salience placement before or after scotoma development for an efficient target allocation in the visual field. Pre-allocation of attention is a mechanism known to induce a better gaze positioning towards the tar...

(This article belongs to the Special Issue Serious Games and Mixed Reality Applications for Healthcare)
  • Article
  • Open Access
2 Citations
2,441 Views
18 Pages

3 December 2023

Eye gaze can be a potentially fast and ergonomic method for target selection in augmented reality (AR). However, the eye-tracking accuracy of current consumer-level AR systems is limited. While state-of-the-art AR target selection techniques based on...

(This article belongs to the Section Intelligent Sensors)
  • Communication
  • Open Access
9 Citations
5,848 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
25 Citations
4,800 Views
18 Pages

GazeCapsNet: A Lightweight Gaze Estimation Framework

  • Shakhnoza Muksimova,
  • Yakhyokhuja Valikhujaev,
  • Sabina Umirzakova,
  • Jushkin Baltayev and
  • Young Im Cho

17 February 2025

Gaze estimation is increasingly pivotal in applications spanning virtual reality, augmented reality, and driver monitoring systems, necessitating efficient yet accurate models for mobile deployment. Current methodologies often fall short, particularl...

(This article belongs to the Section Sensor Networks)
  • Article
  • Open Access
2,098 Views
20 Pages

The adoption of kiosks in public spaces is steadily increasing, with a trend toward providing more natural user experiences through embodied conversational agents (ECAs). To achieve human-like interactions, ECAs should be able to appropriately gaze a...

(This article belongs to the Special Issue AI Synergy: Vision, Language, and Modality)
  • Feature Paper
  • Review
  • Open Access
11 Citations
8,984 Views
28 Pages

Recent Progress on Eye-Tracking and Gaze Estimation for AR/VR Applications: A Review

  • Liwan Lin,
  • Zongyu Wu,
  • Yijun Lu,
  • Zhong Chen and
  • Weijie Guo

22 August 2025

Visual information is crucial in human life, not only providing critical support for communication, learning, and decision-making, but also playing a key role in psychology, medicine, and science. Eye-tracking and gaze estimation have promoted the de...

(This article belongs to the Section Computer Science & Engineering)
  • Article
  • Open Access
118 Citations
14,677 Views
18 Pages

ARETT: Augmented Reality Eye Tracking Toolkit for Head Mounted Displays

  • Sebastian Kapp,
  • Michael Barz,
  • Sergey Mukhametov,
  • Daniel Sonntag and
  • Jochen Kuhn

23 March 2021

Currently an increasing number of head mounted displays (HMD) for virtual and augmented reality (VR/AR) are equipped with integrated eye trackers. Use cases of these integrated eye trackers include rendering optimization and gaze-based user interacti...

(This article belongs to the Special Issue Wearable Technologies and Applications for Eye Tracking)
  • Communication
  • Open Access
3 Citations
3,102 Views
12 Pages

Design of a Multimodal Oculometric Sensor Contact Lens

  • Jean-Louis de Bougrenet de la Tocnaye,
  • Vincent Nourrit and
  • Cyril Lahuec

6 September 2022

Oculometric data, such as gaze direction, pupil size and accommodative change, play a key role nowadays in the analysis of cognitive load and attentional activities, in particular with the development of Integrated Visual Augmentation Systems in many...

(This article belongs to the Special Issue Optical Sensors: Innovative Designs, Configurations, Measurements, and Applications)
  • Review
  • Open Access
14 Citations
9,069 Views
49 Pages

A Comprehensive Framework for Eye Tracking: Methods, Tools, Applications, and Cross-Platform Evaluation

  • Govind Ram Chhimpa,
  • Ajay Kumar,
  • Sunita Garhwal,
  • Dhiraj Kumar and ,
  • Niyaz Ahmad Wani,
  • Mudasir Ahmad Wani and
  • Kashish Ara Shakil
  • + 2 authors+ 0 author

23 September 2025

Eye tracking, a fundamental process in gaze analysis, involves measuring the point of gaze or eye motion. It is crucial in numerous applications, including human–computer interaction (HCI), education, health care, and virtual reality. This stud...

  • Article
  • Open Access
38 Citations
12,146 Views
25 Pages

14 February 2022

In the present study, the effects of an intervention based on an augmented reality technology called Pictogram Room were examined. The objective of the intervention was to improve the responding to joint attention (RJA) skills of gaze following and p...

(This article belongs to the Special Issue Technological Innovation for the Evaluation and Intervention in Children with Functional Diversity)
  • Article
  • Open Access
2 Citations
3,249 Views
15 Pages

The present study investigates the effects of peripheral spatial cues and optically distorting augmentations over eccentric vision mechanisms in normally sighted participants with simulated scotoma. Five different augmentations were tested inside a v...

(This article belongs to the Special Issue Advanced Rehabilitative and Assistive Engineering for Older Adults and People with Disabilities)
  • Article
  • Open Access
9 Citations
5,319 Views
18 Pages

Human Operation Augmentation through Wearable Robotic Limb Integrated with Mixed Reality Device

  • Hongwei Jing,
  • Tianjiao Zheng,
  • Qinghua Zhang,
  • Kerui Sun and ,
  • Lele Li,
  • Mingzhu Lai,
  • Jie Zhao and
  • Yanhe Zhu
  • + 3 authors+ 0 author

Mixed reality technology can give humans an intuitive visual experience, and combined with the multi-source information of the human body, it can provide a comfortable human–robot interaction experience. This paper applies a mixed reality devic...

(This article belongs to the Special Issue Intelligent Human-Robot Interaction)
  • Article
  • Open Access
6 Citations
3,214 Views
18 Pages

SmartVR Pointer: Using Smartphones and Gaze Orientation for Selection and Navigation in Virtual Reality

  • Brianna McDonald,
  • Qingyu Zhang,
  • Aiur Nanzatov,
  • Lourdes Peña-Castillo and
  • Oscar Meruvia-Pastor

10 August 2024

Some of the barriers preventing virtual reality (VR) from being widely adopted are the cost and unfamiliarity of VR systems. Here, we propose that in many cases, the specialized controllers shipped with most VR head-mounted displays can be replaced b...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access
2 Citations
1,723 Views
42 Pages

25 November 2025

Against the backdrop of globalization, environmental pressures, and rapid tourism development, digital technologies are emerging as vital supplementary tools for cultural heritage preservation. This study investigates the impact of augmented reality...

  • Article
  • Open Access
5 Citations
5,078 Views
36 Pages

6 September 2018

The working hypothesis in this project is that gaze interactions play a central role in structuring the joint control and guidance strategy of the human operator performing spatial tasks. Perceptual guidance and control is the idea that the visual an...

(This article belongs to the Section Biosensors)
  • Article
  • Open Access
9 Citations
4,643 Views
18 Pages

The Effect of Different Deep Network Architectures upon CNN-Based Gaze Tracking

  • Hui-Hui Chen,
  • Bor-Jiunn Hwang,
  • Jung-Shyr Wu and
  • Po-Ting Liu

19 May 2020

In this paper, we explore the effect of using different convolutional layers, batch normalization and the global average pooling layer upon a convolutional neural network (CNN) based gaze tracking system. A novel method is proposed to label the parti...

  • Article
  • Open Access
65 Citations
10,547 Views
25 Pages

22 March 2021

This paper presents a new architecture that integrates Internet of Things (IoT) devices, service robots, and users in a smart assistive environment. A new intuitive and multimodal interaction system supporting people with disabilities and bedbound pa...

(This article belongs to the Special Issue Robotics in Healthcare: Automation, Sensing and Application)
  • Article
  • Open Access
4 Citations
1,270 Views
16 Pages

Assessment of Cognitive Biases in Augmented Reality: Beyond Eye Tracking

  • Piotr Słowiński,
  • Ben Grindley,
  • Helen Muncie,
  • David J Harris and ,
  • Samuel J Vine and
  • Mark R Wilson
  • + 1 author+ 0 author

30 December 2022

We study an individual’s propensity for rational thinking; the avoidance of cognitive biases (unconscious errors generated by our mental simplification methods) using a novel augmented reality (AR) platform. Specifically, we developed an odd-one-out...

  • Article
  • Open Access
1 Citations
3,727 Views
17 Pages

17 February 2024

Anthropology has long resisted becoming a nomothetic science, thus repeatedly missing opportunities to build upon empirical theoretical constructs, choosing instead to back away into a kind of natural history of sociocultural differences. What is req...

  • Review
  • Open Access
5 Citations
4,448 Views
25 Pages

Eye-Tracking Advancements in Architecture: A Review of Recent Studies

  • Mário Bruno Cruz,
  • Francisco Rebelo and
  • Jorge Cruz Pinto

28 September 2025

This Scoping Review (ScR) synthesizes advances in architectural eye-tracking (ET) research published between 2010 and 2024. Drawing on 75 peer-reviewed studies that met clear inclusion criteria, it monitors the field’s rapid expansion, from onl...

(This article belongs to the Special Issue Emerging Trends in Architecture, Urbanization, and Design)
  • Review
  • Open Access
113 Views
21 Pages

27 October 2026

Rett syndrome (RTT) can restrict the motor and verbal responses needed for conventional assessment and rehabilitation. This non-systematic critical narrative review examines human RTT evidence on eye tracking, virtual reality (VR), electroencephalogr...

(This article belongs to the Special Issue Feature Review Papers in "Applied Neuroscience and Neural Engineering" Section)
  • Article
  • Open Access
2 Citations
6,526 Views
19 Pages

There are many children with disabilities who need specialised devices to communicate and to be understood, which poses an added challenge for their caregivers. This study aims to diagnose the training needs of informal caregivers concerning high-tec...

(This article belongs to the Special Issue Selected Papers from the 7th World Conference on Qualitative Research)
  • Article
  • Open Access
1 Citations
4,711 Views
19 Pages

24 April 2019

Current hand-held smart devices are supplied with powerful processors, high resolution screens, and sharp cameras that make them suitable for Augmented Reality (AR) applications. Such applications commonly use interaction techniques adapted for touch...

(This article belongs to the Section Information Applications)
  • Review
  • Open Access
5 Citations
8,449 Views
22 Pages

The vestibular system is dedicated to gaze stabilization, postural balance, and spatial orientation; this makes vestibular function crucial for our ability to interact effectively with our environment. Vestibular hypofunction (VH) progresses over tim...

(This article belongs to the Section Nanobiotechnology and Biofabrication)
  • Systematic Review
  • Open Access
11 Citations
4,664 Views
18 Pages

Digital Alternative Communication for Individuals with Amyotrophic Lateral Sclerosis: What We Have

  • Felipe Fernandes,
  • Ingridy Barbalho,
  • Arnaldo Bispo Júnior,
  • Luca Alves and ,
  • Danilo Nagem,
  • Hertz Lins,
  • Ernano Arrais Júnior,
  • Karilany D. Coutinho,
  • Antônio H. F. Morais and
  • Ricardo A. M. Valentim
  • + 11 authors+ 6 authors

11 August 2023

Amyotrophic Lateral Sclerosis is a disease that compromises the motor system and the functional abilities of the person in an irreversible way, causing the progressive loss of the ability to communicate. Tools based on Augmentative and Alternative Co...

(This article belongs to the Section Clinical Neurology)
  • Article
  • Open Access
2 Citations
2,436 Views
28 Pages

29 July 2025

As large language models (LLMs) and vision–language models (VLMs) become increasingly used in robotics area, a crucial question arises: to what extent do these models replicate human-like cognitive processes, particularly within socially intera...

(This article belongs to the Special Issue Multimodal Human Behavior Understanding in Human–AI Interaction: Sensor-Based Signal Processing and Interaction Techniques)
  • Article
  • Open Access
1 Citations
1,019 Views
11 Pages

2 June 2026

Background: Periorbital aging involves complex structural and functional changes, including decreased eyelid opening and alterations in infraorbital contour. Conventional collagen biostimulators mainly focus on localized volume augmentation and derma...

(This article belongs to the Special Issue Advances in Plastic and Reconstructive Surgery: Bridging Function, Aesthetics, and Innovation)
  • Article
  • Open Access
12 Citations
4,762 Views
15 Pages

Pedestrian understanding of driver intent is key to pedestrian safety on the road and in parking lots. With the development of autonomous vehicles (AVs), the human driver will be removed, and with it, the exchange that occurs between drivers and pede...

(This article belongs to the Special Issue Occupational Risk Perception, Safety Training, and Injury Prevention in the New Intelligent Yet Complex Work Environments)
  • Entry
  • Open Access
2,752 Views
24 Pages

Immersive methods and biometric tools provide a rigorous, context-rich way to study how people perceive and choose food. Immersive methods use extended reality, including virtual, augmented, mixed, and augmented virtual environments, to recreate sett...

(This article belongs to the Collection Food and Food Culture)
  • Article
  • Open Access
18 Citations
4,667 Views
22 Pages

Mobile eye tracking captures egocentric vision and is well-suited for naturalistic studies. However, its data is noisy, especially when acquired outdoor with multiple participants over several sessions. Area of interest analysis on moving targets is...

  • Article
  • Open Access
19 Citations
4,622 Views
20 Pages

22 October 2024

Augmented Reality Head-Up Displays (AR-HUDs) enhance driver perception and safety, yet optimal hazard warning design remains unclear. This study examines three AR-HUD crash warning icon types (BD, BR, BW) across various turning scenarios. Using a 360...

(This article belongs to the Topic Digital Innovation for Realizing the Goals of Construction 5.0)
  • Article
  • Open Access
3 Citations
1,804 Views
17 Pages

Eyeglass-Type Switch: A Wearable Eye-Movement and Blink Switch for ALS Nurse Call

  • Ryuto Tamai,
  • Takeshi Saitoh,
  • Kazuyuki Itoh and
  • Haibo Zhang

27 October 2025

We present the eyeglass-type switch, an eyeglass-mounted eye/blink switch designed for nurse-call operation by people with severe motor impairments, with a particular focus on amyotrophic lateral sclerosis (ALS). The system targets real-world bedside...

(This article belongs to the Special Issue Human-Robot Interaction and Applications: Challenges and Future Perspectives)
  • Article
  • Open Access
758 Views
27 Pages

Level 3 automated driving necessitates rapid driver reengagement following a takeover request, making human–machine interface design critical for safety. As a sensor-based in-vehicle interface, the augmented reality head-up display (AR-HUD) int...

  • Article
  • Open Access
7 Citations
957 Views
2 Pages

25 November 2019

Wearable mobile eye trackers have great potential as they allow the measurement of eye movements during daily activities such as driving, navigating the world and doing groceries. Although mobile eye trackers have been around for some time, developin...

  • Technical Note
  • Open Access
2,618 Views
14 Pages

Personalized 3D-Printed Hybrid PDMS and PEEK Implants for Revisional Orbitomaxillary Reconstruction: A Translational Case-Based Technical Note

  • Goran Marić,
  • Darko Solter,
  • Blanka Doko Mandić,
  • Jelena Škunca Herman and ,
  • Zoran Vatavuk,
  • Damir Godec,
  • Davor Vagić and
  • Alan Pegan
  • + 3 authors+ 0 author

The reconstruction of complex orbitomaxillary defects requires biomaterials that can simultaneously provide structural stability, biocompatibility, and accurate restoration of facial volume and contour. While rigid polymers such as polyetheretherketo...

(This article belongs to the Special Issue Three-Dimensional Printing and Biomaterials for Medical Applications)
  • Article
  • Open Access
3 Citations
1,287 Views
20 Pages

4 December 2025

The cultivation of aesthetic appreciation through engagement with exemplary artworks constitutes a fundamental pillar in fostering children’s cognitive and emotional development, while simultaneously facilitating multidimensional learning exper...

(This article belongs to the Section Cognition)
  • Feature Paper
  • Article
  • Open Access
2 Citations
5,456 Views
15 Pages

13 February 2024

As VR technology advances and network speeds rise, social VR platforms are gaining traction. These platforms enable multiple users to socialize and collaborate within a shared virtual environment using avatars. Virtual reality, with its ability to au...

(This article belongs to the Special Issue Symmetry Applied in Computer Vision, Automation, and Robotics)
  • Article
  • Open Access
2 Citations
3,015 Views
41 Pages

30 December 2025

Background: Decoding covert spatial attention (CSA) from dry, low-channel electroencephalography (EEG) is key for gaze-independent brain–computer interfaces (BCIs). Methods: We evaluate, on sixteen participants and three tasks (CSA, motor image...

(This article belongs to the Section Medical & Healthcare AI)
  • Article
  • Open Access
6 Citations
3,070 Views
18 Pages

NAMI: A Neuro-Adaptive Multimodal Architecture for Wearable Human–Computer Interaction

  • Christos Papakostas,
  • Christos Troussas,
  • Akrivi Krouska and
  • Cleo Sgouropoulou

The increasing ubiquity of wearable computing and multimodal interaction technologies has created unprecedented opportunities for natural and seamless human–computer interaction. However, most existing systems adapt only to external user action...

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