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Automated video-based differentiation of sleep-related hypermotor epilepsy and parasomnia episodes

Matteo Moro1,2, Federica Sassi3, Ramona Cordani4,5

  • 1Department of Informatics, Bioengineering, Robotics and Systems Engineering (DIBRIS), University of Genova, Genova, Italy. matteo.moro@unige.it.

NPJ Digital Medicine
|January 8, 2026
PubMed

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REM Sleep Behavior Disorder (RBD) is a sleep disorder characterized by the absence of muscle paralysis that normally occurs during the REM phase of sleep. This absence allows individuals to physically act out their dreams, which are often vivid and disturbing. Common behaviors exhibited during episodes include kicking, punching, and yelling. These actions can be dangerous, potentially leading to injuries for the person with RBD or their bed partner.
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Narcolepsy is a chronic sleep disorder characterized by pervasive, uncontrolled sleepiness and other sleep disturbances. One of its hallmark symptoms is an abrupt transition to REM sleep upon falling asleep, which causes symptoms typically associated with this phase to occur unexpectedly during wakefulness. These include the following symptoms, which typically last from a minute or two to half an hour.
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Focal seizures originate from specific regions of the brain. These seizures are further sub-classified into two types:
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