Watch the movement
A sustained low, near-horizontal body position can trigger a fall event. A hand held near the chest is reported as a visible distress gesture.
08 / Real-time AI
Every second counts.

ICU gives a caregiver a timely signal when a person may have fallen or is holding a hand to their chest. The goal is to prompt a human check, with the camera feed and event timeline in the same place.
A local Flask application accepts a webcam, recording, or network stream. MediaPipe pose landmarks feed time-based rules, while server-sent events keep the caregiver dashboard updated.
Computer vision / Local prototype
A sustained low, near-horizontal body position can trigger a fall event. A hand held near the chest is reported as a visible distress gesture.
Annotated frames, temporal confirmation, repeated-alert cooldowns, and a timestamped incident timeline make the detector’s output inspectable.
Camera angle, occlusion, and intentional lying down can affect results. A gesture does not establish a medical diagnosis. SMS, calls, accounts, and persistent history are future work.
Straight from the project.

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