Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Speed constant material perception via touch relies on natural material statistics.

Perception·2026
Same author

Enhanced memory colour in peripheral vision: A possible compensation for chromatic loss.

Vision research·2026
Same author

Athletes are better at peripheral colour detection.

Perception·2026
Same author

Effect of Prior Haptic Object Exploration on Eye Movements.

Quarterly journal of experimental psychology (2006)·2026
Same author

A simple and reliable PCR-based method to differentiate between XX and XY sex genotypes in Cannabis sativa.

Planta·2025
Same author

The similarity with a face presented in central vision improves face recognition in peripheral vision.

Perception·2025
Same journal

Effects of Surface Texture and Color on the Visuo-Tactile Perception of Polyurethane Synthetic Leather for Automotive Seats.

Journal of eye movement research·2026
Same journal

Conventional Versus Virtual Reality-Based Hess-Lancaster Assessment: Agreement and Repeatability in Ocular Motility Evaluation.

Journal of eye movement research·2026
Same journal

Reading to Translate or Translating to Read? Modeling Translators' Eye Movements with Multilingual Pre-Trained Models.

Journal of eye movement research·2026
Same journal

Correlation Between Accommodative Facility and Light-Evoked Pupil Responses in Individuals with History of Mild Traumatic Brain Injury.

Journal of eye movement research·2026
Same journal

An Eye-Tracking and Forecasting Experiment on Consumer Purchasing Decisions Through Product Reviews.

Journal of eye movement research·2026
Same journal

Cognitive Mechanisms of Referential Ambiguity Resolution in L2 Russian by Chinese Learners: Evidence from Eye-Tracking.

Journal of eye movement research·2026
See all related articles

Related Experiment Video

Updated: Mar 25, 2026

Development of a Gaze-Contingent Display Framework Designed for Perceptual and Oculomotor Research with Simulated Central Vision Loss
07:12

Development of a Gaze-Contingent Display Framework Designed for Perceptual and Oculomotor Research with Simulated Central Vision Loss

Published on: April 11, 2025

1.0K

A Data-Driven Approach for Comparing Gaze Allocation Across Conditions.

Jack Prosser1, Anna Metzger1, Matteo Toscani1

  • 1School of Psychology, Bournemouth University, Poole BH12 5BB, UK.

Journal of Eye Movement Research
|March 24, 2026
PubMed
Summary
This summary is machine-generated.

This study introduces a novel data-driven method for gaze analysis using deep neural networks (DNNs). The approach objectively reveals how sounds influence visual attention strategies, uncovering complex fixation patterns beyond traditional methods.

Keywords:
cross-modal attentiondata-driven analysissaliency

More Related Videos

Eye Tracking During A Complex Aviation Task For Insights Into Information Processing
07:48

Eye Tracking During A Complex Aviation Task For Insights Into Information Processing

Published on: April 4, 2025

1.5K
Gaze in Action: Head-mounted Eye Tracking of Children's Dynamic Visual Attention During Naturalistic Behavior
07:09

Gaze in Action: Head-mounted Eye Tracking of Children's Dynamic Visual Attention During Naturalistic Behavior

Published on: November 14, 2018

11.6K

Related Experiment Videos

Last Updated: Mar 25, 2026

Development of a Gaze-Contingent Display Framework Designed for Perceptual and Oculomotor Research with Simulated Central Vision Loss
07:12

Development of a Gaze-Contingent Display Framework Designed for Perceptual and Oculomotor Research with Simulated Central Vision Loss

Published on: April 11, 2025

1.0K
Eye Tracking During A Complex Aviation Task For Insights Into Information Processing
07:48

Eye Tracking During A Complex Aviation Task For Insights Into Information Processing

Published on: April 4, 2025

1.5K
Gaze in Action: Head-mounted Eye Tracking of Children's Dynamic Visual Attention During Naturalistic Behavior
07:09

Gaze in Action: Head-mounted Eye Tracking of Children's Dynamic Visual Attention During Naturalistic Behavior

Published on: November 14, 2018

11.6K

Area of Science:

  • Cognitive Science
  • Neuroscience
  • Computer Vision

Background:

  • Traditional gaze analysis uses subjective regions of interest (ROIs) or heatmaps, limiting objectivity and exploration.
  • ROIs offer condition comparisons but reduce objectivity, while heatmaps require extensive pixel-wise analysis, hindering difference detection.
  • Existing methods struggle to reveal nuanced gaze behaviors and the impact of external stimuli like sound on visual attention.

Purpose of the Study:

  • To develop and validate an advanced, data-driven approach for analyzing gaze behavior using deep neural networks (DNNs).
  • To objectively investigate the influence of object-specific sounds on gaze allocation and identify underlying visual attention strategies.
  • To compare the efficacy of the proposed method against traditional ROI-based and heatmap analyses.

Main Methods:

  • Utilized adapted versions of AlexNet (deep neural networks) to classify experimental conditions based on gaze patterns.
  • Employed reverse correlation techniques to pinpoint specific areas and patterns of gaze differences between conditions.
  • Tested the approach on experimental data examining the effects of congruent sound, no sound, phase-scrambled sound, and pink noise on gaze allocation.

Main Results:

  • The DNNs achieved significantly above-chance accuracy in classifying tasks from individual fixations in certain scenes.
  • ROI-based analysis showed significant differences in gaze allocation towards sound-associated objects in the congruent sound condition, but significance was ROI-dependent.
  • Heatmap analysis revealed unclear qualitative differences, with no significant findings after correcting for pixel-wise comparisons.

Conclusions:

  • The proposed data-driven method objectively demonstrates that sound significantly alters gaze allocation strategies.
  • The study uncovered non-trivial, task-specific visual attention strategies where fixations shift away from salient features, not always towards the sound source.
  • This advanced approach provides a more objective and exploratory method for gaze analysis, revealing insights unattainable with traditional hypothesis-driven techniques.