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Published on: August 12, 2021
A novel approach to 3-D gaze tracking using stereo cameras
1Department of Computer Science and Information Engineering, National Chi Nan University, Nantou 545, Taiwan. swshih@ncnu.edu.tw
This study introduces a novel 3-D gaze tracking system using computer vision, eliminating user-specific calibration for faster, more accurate eye-tracking. The system achieves under 1-degree error, offering a promising solution for real-time applications.
Area of Science:
- Computer Vision
- Human-Computer Interaction
- Biomedical Engineering
Background:
- Traditional 3-D gaze tracking often requires complex and error-prone user-dependent calibration procedures.
- The need for efficient and accurate eye-tracking systems is growing in various fields, including virtual reality and assistive technologies.
Purpose of the Study:
- To develop a novel, user-independent 3-D gaze tracking system.
- To eliminate the need for inconvenient system calibration processes.
- To achieve real-time gaze tracking with high accuracy.
Main Methods:
- Utilized multiple cameras and multiple point light sources for 3-D computer vision-based eye-axis estimation.
- Developed a real-time system capable of 30 gaze measurements per second.
- Implemented a simple, rapid calibration method requiring users to fixate on a target for 2-3 seconds.
Main Results:
- The developed 3-D gaze tracking system achieved an average estimation error of less than 1 degree across six subjects.
- The system successfully eliminated the need for user-dependent calibration, simplifying setup and reducing potential errors.
- Real-time performance was demonstrated with 30 gaze measurements per second.
Conclusions:
- The proposed novel approach offers a highly accurate and user-friendly 3-D gaze tracking solution.
- The elimination of user-dependent calibration significantly enhances the practicality and efficiency of the system.
- This technology shows significant promise for real-time applications requiring precise eye-tracking capabilities.
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