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409 Results Found

  • Article
  • Open Access
1,512 Views
25 Pages

Gaze data analysis plays a crucial role in understanding human visual attention and behaviour. However, raw gaze data is often noisy and lacks inherent structure, making interpretation challenging. Therefore, preprocessing techniques such as classifi...

  • Article
  • Open Access
5 Citations
5,304 Views
21 Pages

8 July 2021

Many gaze data visualization techniques intuitively show eye movement together with visual stimuli. The eye tracker records a large number of eye movements within a short period. Therefore, visualizing raw gaze data with the visual stimulus appears c...

  • Article
  • Open Access
4 Citations
283 Views
14 Pages

Visual Analytics of Gaze Data with Standard Multimedia Players

  • Julius Schöning,
  • Christopher Gundler,
  • Gunther Heidemann,
  • Peter König and
  • Ulf Krumnack

20 November 2017

With the increasing number of studies, where participants' eye movements are tracked while watching videos, the volume of gaze data records is growing tremendously. Unfortunately, in most cases, such data are collected in separate files in custom-mad...

  • Article
  • Open Access
5 Citations
4,479 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
1 Citations
8,325 Views
29 Pages

22 October 2019

In this paper, a range of open-source tools, datasets, and software that have been developed for quantitative and in-depth evaluation of eye gaze data quality are presented. Eye tracking systems in contemporary vision research and applications face m...

  • Article
  • Open Access
2 Citations
1,810 Views
14 Pages

Machine Learning Analysis of Gaze Data for Enhanced Precision in Diagnosing Oral Mucosal Diseases

  • Shuji Uchida,
  • Shin-ichiro Hiraoka,
  • Kohei Kawamura,
  • Katsuya Sakamoto,
  • Ryo Akiyama and
  • Susumu Tanaka

26 December 2023

The diagnosis of oral mucosal diseases is a significant challenge due to their diverse differential characteristics. Risk assessment of lesions by visual examination is a complex process due to the lack of definitive guidelines. This study aimed to i...

  • Article
  • Open Access
4,177 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...

  • Article
  • Open Access
16 Citations
551 Views
25 Pages

Topology for Gaze Analyses—Raw Data Segmentation

  • Oliver Hein and
  • Wolfgang H. Zangemeister

Recent years have witnessed a remarkable growth in the way mathematics, informatics, and computer science can process data. In disciplines such as machine learning, pattern recognition, computer vision, computational neurology, molecular biology, inf...

  • Article
  • Open Access
672 Views
22 Pages

BEACH-Gaze: Supporting Descriptive and Predictive Gaze Analytics in the Era of Artificial Intelligence and Advanced Data Science

  • Bo Fu,
  • Kayla Chu,
  • Angelo Ryan Soriano,
  • Peter Gatsby,
  • Nicolas Guardado Guardado,
  • Ashley Jones and
  • Matthew Halderman

12 November 2025

Recent breakthroughs in machine learning, artificial intelligence, and the emergence of large datasets have made the integration of eye tracking increasingly feasible not only in computing but also in many other disciplines to accelerate innovation a...

  • Article
  • Open Access
1 Citations
3,373 Views
27 Pages

18 February 2023

Understanding users’ visual attention on websites is paramount to enhance the browsing experience, such as providing emergent information or dynamically adapting Web interfaces. Existing approaches to accomplish these challenges are generally b...

  • Article
  • Open Access
5 Citations
3,889 Views
16 Pages

Gaze-Controlled Virtual Retrofitting of UAV-Scanned Point Cloud Data

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

29 November 2018

This study proposed a gaze-controlled method for visualization, navigation, and retrofitting of large point cloud data (PCD), produced by unmanned aerial vehicles (UAV) mounted with laser range-scanners. For this purpose, the estimated human gaze poi...

  • Article
  • Open Access
2 Citations
2,341 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...

  • Article
  • Open Access
5 Citations
2,926 Views
11 Pages

Identifying Autism Gaze Patterns in Five-Second Data Records

  • Pedro Lencastre,
  • Maryam Lotfigolian and
  • Pedro G. Lind

One of the most challenging problems when diagnosing autism spectrum disorder (ASD) is the need for long sets of data. Collecting data during such long periods is challenging, particularly when dealing with children. This challenge motivates the inve...

  • Article
  • Open Access
13 Citations
7,397 Views
33 Pages

Analyzing the gaze accuracy characteristics of an eye tracker is a critical task as its gaze data is frequently affected by non-ideal operating conditions in various consumer eye tracking applications. In previous research on pattern analysis of gaze...

  • Article
  • Open Access
2 Citations
232 Views
12 Pages

Prior to delivery of data, eye tracker software may apply filtering to correct for noise. Although filtering produces much better precision of data, it may add to the time it takes for the reporting of gaze data to stabilise after a saccade due...

  • Article
  • Open Access
71 Citations
9,978 Views
32 Pages

Deep Learning-Based Drivers Emotion Classification System in Time Series Data for Remote Applications

  • Rizwan Ali Naqvi,
  • Muhammad Arsalan,
  • Abdul Rehman,
  • Ateeq Ur Rehman,
  • Woong-Kee Loh and
  • Anand Paul

10 February 2020

Aggressive driving emotions is indeed one of the major causes for traffic accidents throughout the world. Real-time classification in time series data of abnormal and normal driving is a keystone to avoiding road accidents. Existing work on driving b...

  • Article
  • Open Access
10 Citations
4,291 Views
16 Pages

5 December 2024

Autism Spectrum Disorder (ASD) is a neurodevelopmental condition characterized by differences in social communication and repetitive behaviors, often associated with atypical visual attention patterns. In this paper, the Gaze-Based Autism Classifier...

  • Article
  • Open Access
9 Citations
4,856 Views
18 Pages

Saliency-Based Gaze Visualization for Eye Movement Analysis

  • Sangbong Yoo,
  • Seongmin Jeong,
  • Seokyeon Kim and
  • Yun Jang

30 July 2021

Gaze movement and visual stimuli have been utilized to analyze human visual attention intuitively. Gaze behavior studies mainly show statistical analyses of eye movements and human visual attention. During these analyses, eye movement data and the sa...

  • Article
  • Open Access
27 Citations
5,415 Views
28 Pages

5 March 2021

This paper presents a lightweight, infrastructureless head-worn interface for robust and real-time robot control in Cartesian space using head- and eye-gaze. The interface comes at a total weight of just 162 g. It combines a state-of-the-art visual s...

  • Article
  • Open Access
8 Citations
3,097 Views
13 Pages

Lévy Flight Model of Gaze Trajectories to Assist in ADHD Diagnoses

  • Christos Papanikolaou,
  • Akriti Sharma,
  • Pedro G. Lind and
  • Pedro Lencastre

30 April 2024

The precise mathematical description of gaze patterns remains a topic of ongoing debate, impacting the practical analysis of eye-tracking data. In this context, we present evidence supporting the appropriateness of a Lévy flight description fo...

  • Article
  • Open Access
1 Citations
1,999 Views
11 Pages

1 September 2023

In order to find optimized headlight distributions based on real traffic data, a three-step approach has been chosen. The complete investigations are too extensive to fit into a single paper; this paper is the last of a three part series. Over the th...

  • Case Report
  • Open Access
4 Citations
3,566 Views
23 Pages

For many years, HCI research has been known to suffer from a replication crisis, due to the lack of openly available datasets and accompanying code. Recent research has identified several barriers that prevent the wider sharing of primary research ma...

  • Article
  • Open Access
14 Citations
578 Views
12 Pages

A Quality-Centered Analysis of Eye Tracking Data in Foveated Rendering

  • Thorsten Roth,
  • Martin Weier,
  • André Hinkenjann,
  • Yongmin Li and
  • Philipp Slusallek

28 September 2017

This work presents the analysis of data recorded by an eye tracking device in the course of evaluating a foveated rendering approach for head-mounted displays (HMDs). Foveated rendering methods adapt the image synthesis process to the user’s gaze and...

  • Article
  • Open Access
9 Citations
6,027 Views
24 Pages

Driver Take-Over Behaviour Study Based on Gaze Focalization and Vehicle Data in CARLA Simulator

  • Javier Araluce,
  • Luis M. Bergasa,
  • Manuel Ocaña,
  • Elena López-Guillén,
  • Rodrigo Gutiérrez-Moreno and
  • J. Felipe Arango

19 December 2022

Autonomous vehicles are the near future of the automobile industry. However, until they reach Level 5, humans and cars will share this intermediate future. Therefore, studying the transition between autonomous and manual modes is a fascinating topic....

  • Article
  • Open Access
3 Citations
2,122 Views
16 Pages

24 December 2023

In order to determine the fatigue state of air traffic controllers from air talk, an algorithm is proposed for discriminating the fatigue state of controllers based on applying multi-speech feature fusion to voice data using a Fuzzy Support Vector Ma...

  • Article
  • Open Access
10 Citations
223 Views
9 Pages

Image Preference Estimation with a Data-Driven Approach: A Comparative Study Between Gaze and Image Features

  • Yusuke Sugano,
  • Yasunori Ozaki,
  • Hiroshi Kasai,
  • Keisuke Ogaki and
  • Yoichi Sato
J. Eye Mov. Res.2014, 7(3), 1-9;https://doi.org/10.16910/jemr.7.3.5 
(registering DOI)

18 April 2014

Understanding how humans subjectively look at and evaluate images is an important task for various applications in the field of multimedia interaction. While it has been repeatedly pointed out that eye movements can be used to infer the internal stat...

  • Article
  • Open Access
7 Citations
2,849 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...

  • Article
  • Open Access
11 Citations
258 Views
11 Pages

Eyetrackers which allow for free head movements are in many cases imprecise to the extent that reading patterns become heavily distorted. The poor usability and interpretability of these gaze patterns is corroborated by a “naïve” fixation-to-symbol m...

  • Article
  • Open Access
5 Citations
7,916 Views
21 Pages

21 April 2020

Infant features are physical traits that are characteristic of human infants and include facial features such as large and low-lying eyes, and a small nose and mouth. Animals possessing high levels of infant features elicit care-giving responses in h...

  • Article
  • Open Access
10 Citations
4,329 Views
13 Pages

24-Gaze-Point Calibration Method for Improving the Precision of AC-EOG Gaze Estimation

  • Muhammad Syaiful Amri bin Suhaimi,
  • Kojiro Matsushita,
  • Minoru Sasaki and
  • Waweru Njeri

22 August 2019

This paper sought to improve the precision of the Alternating Current Electro-Occulo-Graphy (AC-EOG) gaze estimation method. The method consisted of two core techniques: To estimate eyeball movement from EOG signals and to convert signals from the ey...

  • Article
  • Open Access
249 Views
16 Pages

Uncertainty Visualization of Gaze Estimation to Support Operator-Controlled Calibration

  • Almoctar Hassoumi,
  • Vsevolod Peysakhovich and
  • Christophe Hurter

14 February 2018

In this paper, we investigate how visualization assets can support the qualitative evaluation of gaze estimation uncertainty. Although eye tracking data are commonly available, little has been done to visually investigate the uncertainty of recorded...

  • Article
  • Open Access
21 Citations
6,626 Views
15 Pages

Gaze Tracking Using an Unmodified Web Camera and Convolutional Neural Network

  • Mohd Faizan Ansari,
  • Pawel Kasprowski and
  • Marcin Obetkal

29 September 2021

Gaze estimation plays a significant role in understating human behavior and in human–computer interaction. Currently, there are many methods accessible for gaze estimation. However, most approaches need additional hardware for data acquisition which...

  • Article
  • Open Access
3 Citations
318 Views
13 Pages

MAGiC: A Multimodal Framework for Analysing Gaze in Dyadic Communication

  • Ülkü Arslan Aydın,
  • Sinan Kalkan and
  • Cengiz Acartürk

12 November 2018

The analysis of dynamic scenes has been a challenging domain in eye tracking research. This study presents a framework, named MAGiC, for analyzing gaze contact and gaze aversion in face-to-face communication. MAGiC provides an environment that is abl...

  • Article
  • Open Access
19 Citations
4,871 Views
17 Pages

17 March 2022

The human eye gaze plays a vital role in monitoring people’s attention, and various efforts have been made to improve in-vehicle driver gaze tracking systems. Most of them build the specific gaze estimation model by pre-annotated data training...

  • Review
  • Open Access
101 Citations
19,443 Views
36 Pages

14 December 2019

Tracking drivers’ eyes and gazes is a topic of great interest in the research of advanced driving assistance systems (ADAS). It is especially a matter of serious discussion among the road safety researchers’ community, as visual distracti...

  • Article
  • Open Access
1 Citations
2,287 Views
18 Pages

In the present study, a new eye-tracking dataset (OnMapGaze) and a graph-based metric (GraphGazeD) for modeling visual perception differences are introduced. The dataset includes both experimental and analyzed gaze data collected during the observati...

  • Article
  • Open Access
38 Citations
8,677 Views
18 Pages

19 May 2018

Eye tracking technology has become increasingly important for psychological analysis, medical diagnosis, driver assistance systems, and many other applications. Various gaze-tracking models have been established by previous researchers. However, ther...

  • Article
  • Open Access
11 Citations
3,542 Views
25 Pages

Comparative Analysis of Kinect-Based and Oculus-Based Gaze Region Estimation Methods in a Driving Simulator

  • David González-Ortega,
  • Francisco Javier Díaz-Pernas,
  • Mario Martínez-Zarzuela and
  • Míriam Antón-Rodríguez

23 December 2020

Driver’s gaze information can be crucial in driving research because of its relation to driver attention. Particularly, the inclusion of gaze data in driving simulators broadens the scope of research studies as they can relate drivers’ ga...

  • Review
  • Open Access
23 Citations
13,098 Views
40 Pages

Remote Eye Gaze Tracking Research: A Comparative Evaluation on Past and Recent Progress

  • Ibrahim Shehi Shehu,
  • Yafei Wang,
  • Athuman Mohamed Athuman and
  • Xianping Fu

19 December 2021

Several decades of eye related research has shown how valuable eye gaze data are for applications that are essential to human daily life. Eye gaze data in a broad sense has been used in research and systems for eye movements, eye tracking, and eye ga...

  • Article
  • Open Access
27 Citations
15,683 Views
35 Pages

18 September 2018

An eye tracker’s accuracy and system behavior play critical roles in determining the reliability and usability of eye gaze data obtained from them. However, in contemporary eye gaze research, there exists a lot of ambiguity in the definitions o...

  • Article
  • Open Access
1 Citations
1,552 Views
12 Pages

22 December 2024

Eccentric photorefractometry is widely used to measure eye refraction, accommodation, gaze position, and pupil size. While the individual calibration of refraction and accommodation data has been extensively studied, gaze measurements have received l...

  • Article
  • Open Access
1 Citations
1,918 Views
17 Pages

Collaborative Robot Control Based on Human Gaze Tracking

  • Francesco Di Stefano,
  • Alice Giambertone,
  • Laura Salamina,
  • Matteo Melchiorre and
  • Stefano Mauro

14 May 2025

Gaze tracking is gaining relevance in collaborative robotics as a means to enhance human–machine interaction by enabling intuitive and non-verbal communication. This study explores the integration of human gaze into collaborative robotics by de...

  • Article
  • Open Access
1 Citations
2,212 Views
20 Pages

Pilot Study on Gaze Characteristics of Older Drivers While Watching Driving Movies

  • Kaori Kawabata,
  • Yuya Nakajima,
  • Kazuki Fujita,
  • Mamiko Sato,
  • Koji Hayashi and
  • Yasutaka Kobayashi

10 October 2024

Objective: This study aims to clarify the gazing characteristics of older drivers while driving cars using a gaze analysis device. Methods: The participants included 16 older and 12 middle-aged drivers who drove cars daily. After conducting cognitive...

  • Article
  • Open Access
1 Citations
1,491 Views
18 Pages

GazeMap: Dual-Pathway CNN Approach for Diagnosing Alzheimer’s Disease from Gaze and Head Movements

  • Hyuntaek Jung,
  • Shinwoo Ham,
  • Hyunyoung Kil,
  • Jung Eun Shin and
  • Eun Yi Kim

3 June 2025

Alzheimer’s disease (AD) is a progressive neurodegenerative disorder that impairs cognitive function, making early detection crucial for timely intervention. This study proposes a novel AD detection framework integrating gaze and head movement...

  • Article
  • Open Access
4 Citations
3,522 Views
21 Pages

Collaborative Use of a Shared System Interface: The Role of User Gaze—Gaze Convergence Index Based on Synchronous Dual-Eyetracking

  • Armel Quentin Tchanou,
  • Pierre-Majorique Léger,
  • Jared Boasen,
  • Sylvain Senecal,
  • Jad Adam Taher and
  • Marc Fredette

29 June 2020

Gaze convergence of multiuser eye movements during simultaneous collaborative use of a shared system interface has been proposed as an important albeit sparsely explored construct in human-computer interaction literature. Here, we propose a novel ind...

  • Article
  • Open Access
5 Citations
653 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
5 Citations
498 Views
13 Pages
J. Eye Mov. Res.2016, 9(7), 1-13;https://doi.org/10.16910/jemr.9.7.6 
(registering DOI)

19 December 2016

Gaze behavior can play an important role in the safety of both older drivers and older pedestrians, and therefore evidence-based knowledge related to gaze behavior in the older population should be communicated to those professionals who regularly wo...

  • Article
  • Open Access
18 Citations
3,564 Views
14 Pages

As a component of the traffic control plan, traffic signs on highways offer drivers necessary information. Unfortunately, many signs are unfamiliar to or misunderstood by drivers, especially when lacking a setting method; this includes exit advance g...

  • Article
  • Open Access
944 Views
19 Pages

To Stitch or Not to Stitch, That Is the Question: Multi-Gaze Eye Topography Stitching Versus Single-Shot Profilometry

  • Wen-Pin Lin,
  • Lo-Yu Wu,
  • Wei-Ren Lin,
  • Lynn White,
  • Richard Wu,
  • Arwa Fathy,
  • Rami Alanazi,
  • Jay Davies and
  • Ahmed Abass

Purpose: To evaluate whether corneal topography map stitching can fully substitute the traditional single-shot capture methods in clinical settings. Methods: This record review study involved the measurement of corneal surfaces from 38 healthy subjec...

  • Article
  • Open Access
1 Citations
2,943 Views
20 Pages

Raster maps provide intuitive visualizations of remote sensing data representing various phenomena on the Earth’s surface. Reading raster maps with intricate information requires a high cognitive workload, especially when it is necessary to ide...

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