Key result
Facial video green-to-blue ratio decreases during exercise, tracking heart rate increases noninvasively.
Why the study?
Autonomic nervous system activity is related to exercise performance and physical condition, making continuous monitoring important, but an uncomplicated and noncontact measurement system is needed.
Does noncontact facial video analysis using the green-to-blue (G/B) ratio accurately evaluate autonomic nervous system activity during exercise compared to ECG-derived heart rate and heart rate variability in healthy adults?
Does noncontact facial video analysis using the green-to-blue (G/B) ratio accurately evaluate autonomic nervous system activity during exercise compared to ECG-derived heart rate and heart rate variability in healthy adults?
Noncontact facial video analysis using the green-to-blue color ratio from a standard RGB camera can detect facial capillary vasodilation and vasoconstriction to monitor autonomic nervous system activity during exercise despite body movement.
Answers are grounded in this paper and cite their sources.
May support noncontact autonomic monitoring during exercise; leaves open validation against ECG in larger studies.
Introduction: Autonomic nervous system activity (ANSA) plays a crucial role in the physical condition experienced during exercise and prolonged physical activity. In other words, ANSA is related to exercise performance and physical condition. Therefore, it is important to continuously monitor ANSA during high-intensity and sustained exercise. To this end, an uncomplicated and noncontact measurement system is preferable. Hence, in this study, we propose a method for the noncontact measurement of capillary contraction and dilation state, representative of ANSA, using a common commercial camera. Methods: Specifically, we focused on alterations in the green value of facial video images, from which we derived the green-to-blue (G/B) ratio as an indicator of blood vessel dilation and contraction, and to facilitate assessment of their activity. We performed a validation experiment involving exercise tasks using an ergometer in 10 healthy adults (23 ± 1.6 years old). The G/B ratio shows the state of contraction and expansion of facial capillaries, and it was evaluated using heart rate as ground truth data of the fluctuation of autonomic nerve activity. Results: We observed an increase in heart rate with decreased G/B ratio during exercise in all subjects. Postexercise, the heart rate decreased but the G/B ratio increased. Discussion: During exercise, characterized by dominant sympathetic NSA, the G/B ratio decreased, and recovered after exercise when parasympathetic NSA was dominant. In this way, noncontact evaluation of ASNA was achieved by using the G/B ratio. In the future, this measurement system will be applied to functional tests for heat acclimation.
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Fumimoto et al. (2025) studied Autonomic nervous system activity during exercise in healthy adults (n=10). Noncontact facial video green-to-blue (G/B) ratio analysis during ergometer cycling exercise vs. Resting state and ECG-derived heart rate / heart rate variability (SDNN and RMSSD) ground truth was evaluated on Change in facial video green-to-blue (G/B) ratio from resting state to exercise (p=0.004). Noncontact facial video analysis showed a significant decrease in the green-to-blue (G/B) ratio during exercise compared to rest (p=0.004), corresponding to heart rate increases.
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