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Published on: February 2, 2019
CIDER: Enhancing the Performance of Computational Eyeglasses.
Addison Mayberry1, Yamin Tun1, Pan Hu1
1University of Massachusetts, Amherst.
We developed CIDER, a low-power eye-tracking system for continuous health and attention monitoring. It robustly tracks the eye in both indoor and outdoor conditions with high accuracy.
Area of Science:
- Biomedical Engineering
- Computer Vision
- Human-Computer Interaction
Background:
- The human eye provides insights into health, attention, and decision-making.
- Current methods lack continuous, real-world monitoring capabilities.
Purpose of the Study:
- To develop a low-power, robust eye-tracking system (CIDER) for continuous monitoring in diverse environments.
- To address power consumption and accuracy challenges in pupillary parameter estimation.
Main Methods:
- CIDER utilizes a Search-Refine controller for efficient indoor eye tracking.
- Adaptive model switching enables robust performance in challenging outdoor sunlight.
- Near-infrared illumination and optimized pixel digitization minimize power usage.
Main Results:
- CIDER achieves pupil center estimation error < 2 pixels (0.6°).
- Pupil diameter estimation error is < 1 pixel (0.22mm).
- Operates at ~7mW (4Hz) or ~32mW (250Hz), demonstrating significant power efficiency.
Conclusions:
- CIDER offers a holistic solution for low-power, accurate eye tracking in natural environments.
- The system's adaptability to lighting conditions enhances its real-world applicability.
- Enables continuous, non-intrusive monitoring of physiological and cognitive states.
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