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 Experiment Videos

Continuous Driver's Gaze Zone Estimation Using RGB-D Camera.

Yafei Wang1,2, Guoliang Yuan3, Zetian Mi4

  • 1Information Science and Technology College, Dalian Maritime University, Dalian 116026, China. wangyafei@mail.dlut.edu.cn.

Sensors (Basel, Switzerland)
|March 17, 2019
PubMed
Summary

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

Design, synthesis and biological evaluations of novel VEGFR-2 inhibitors based on Fruquintinib and Cabozantinib.

Molecular diversity·2026
Same author

Alterations of Platelet MicroRNAs Associated With Dapagliflozin Treatment in Individuals With Type 2 Diabetes Mellitus.

Journal of cardiovascular pharmacology and therapeutics·2026
Same author

Japanese encephalitis virus NS1 and NS4B synergistically target TLR3 signaling to promote viral replication.

mBio·2026
Same author

Predictive Value of C-reactive Protein/Albumin Ratio and Neutrophil/Lymphocyte Ratio in Elderly Patients With Acute Kidney Injury Following On-pump Coronary Artery Bypass Graft.

Annali italiani di chirurgia·2026
Same author

A Multimodal Acousto-Optic Dataset for Underwater Image Enhancement, Detection, and Reconstruction.

Scientific data·2026
Same author

Expanding the genetic toolkit: adenine and cytosine base editors for gene disruption in Aspergillus niger.

Microbial cell factories·2026
This summary is machine-generated.

This study introduces a new system for continuous driver gaze zone estimation, improving driver attention monitoring. The method combines head pose tracking and appearance-based gaze estimation for stable real-world performance.

Area of Science:

  • Computer Vision
  • Human-Computer Interaction
  • Automotive Safety

Background:

  • Driver gaze zone monitoring is crucial for attention assessment and driver activity analysis.
  • Existing systems using RGB-D cameras and Iterative Closest Points (ICP) struggle with long-term head motion due to poor initialization.
  • Accurate and continuous gaze estimation is needed for real-world driving scenarios.

Purpose of the Study:

  • To propose a robust system for continuous driver gaze zone estimation in real-world driving.
  • To overcome limitations of existing methods in handling head motion.
  • To enhance driver behavior analysis through improved gaze tracking.

Main Methods:

  • A hybrid approach combining multi-zone ICP-based head pose tracking and appearance-based gaze estimation.
Keywords:
ICPRGB-D cameragaze estimationhead pose

Related Experiment Videos

  • Utilizing a particle filter with auxiliary sampling for efficient head state tracking and ICP initialization.
  • Employing an appearance-based gaze estimation with two-stage neighbor selection for gaze prediction.

    • Main Results:

    • The proposed method demonstrates superior performance in gaze estimation compared to baseline approaches.
    • Achieved stable head pose tracking even under significant head movements.
    • Validated effectiveness in real-world driving scenarios for driver behavior analysis.

    Conclusions:

    • The developed system offers a stable and accurate solution for continuous driver gaze zone estimation.
    • The integration of particle filters and multi-zone ICP enhances robustness against head motion.
    • This advancement contributes to more reliable driver monitoring and safety systems.