Using a fixed bedroom camera (infrared night vision + microphone), the system analyzes elderly nighttime sleep video and detects abnormal events such as sudden sitting-up (quick lying-to-sitting transition), screams (high-pitched short cries), and arm-thrashing (purposeless rapid arm movements), and
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