Conceptual
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YOLOv8 Nano Fall Detection in Passenger Elevator Surveillance Cameras

Falls inside an enclosed elevator cab need fast response, and wearable or acoustic sensors are impractical there. Students learn how a lightweight single-stage YOLOv8 Nano detector, trained on an augmented image set of elevator scenes, flags fallen passengers from camera frames on an embedded edge device. They also learn how precision, recall and mAP at different IoU thresholds judge whether it is ready to deploy.