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Related Experiment Video

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Quantification of Active Visual Attention using RGB camera.

Somnath Karmakar, Debatri Chatterjee, Tince Varghese

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |December 12, 2023
    PubMed
    Summary
    This summary is machine-generated.

    This study introduces a privacy-preserving method to measure active visual attention (AVA) using blink-rate variability (BRV) detected via webcam. The approach is inexpensive, efficient, and robust for real-time applications.

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    Area of Science:

    • Cognitive Science
    • Human-Computer Interaction
    • Psychophysiology

    Background:

    • Active visual attention (AVA) is crucial for human behavior and psychophysiological research.
    • Current eye-tracking methods are costly and raise privacy concerns due to video recording.
    • There is a need for accessible, real-time AVA measurement solutions.

    Purpose of the Study:

    • To develop an inexpensive and privacy-preserving method for measuring active visual attention (AVA).
    • To utilize blink-rate variability (BRV) as a key indicator for AVA assessment.
    • To enable real-time AVA monitoring using standard webcams.

    Main Methods:

    • Employed laptop cameras/webcams to capture visual data.
    • Estimated head pose for camera alignment and screen-gaze detection.
    • Calculated subject-specific thresholds using eye aspect ratio (EAR) to detect blinks and construct BRV signals.
    • Ensured privacy by saving only EAR values, not face videos.

    Main Results:

    • Developed a novel active visual attention (AVA) score based on blink-rate variability (BRV).
    • Demonstrated the robustness of the AVA score across different participants.
    • Validated the score's reliability under varying ambient light conditions and occlusions (e.g., spectacles).

    Conclusions:

    • Blink-rate variability (BRV) offers a viable, low-cost, and privacy-conscious alternative for AVA measurement.
    • The proposed method is suitable for real-time applications and various environmental conditions.
    • This technique enhances accessibility for psychophysiological and human-behavior research.