Publication: Detection of Drowsiness and Impending Microsleep from Eye Movements
Detection of Drowsiness and Impending Microsleep from Eye Movements
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Makowski, S., Prasse, P., Jäger, L. A., & Scheffer, T. (2023). Detection of Drowsiness and Impending Microsleep from Eye Movements. NeuRIPS 2023 Workshop on Gaze Meets ML, New Orleans. https://openreview.net/forum?id=TaLDynXjZa
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Drowsiness is a contributing factor in an estimated 12% of all road traffic fatalities. It is known that drowsiness directly affects oculomotor control. We therefore investigate whether drowsiness can be detected based on eye movements. To this end, we develop deep neural sequence models that exploit a person's raw eye-gaze and eye-closure signals to detect drowsiness. We explore three measures of drowsiness ground truth: a widely-used sleepiness self-assessment, reaction time, and impending microsleep in the near future. We find that
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Makowski, S., Prasse, P., Jäger, L. A., & Scheffer, T. (2023). Detection of Drowsiness and Impending Microsleep from Eye Movements. NeuRIPS 2023 Workshop on Gaze Meets ML, New Orleans. https://openreview.net/forum?id=TaLDynXjZa
