Fall detection from a single ceiling camera
Lessons from IPBMS: false positives, privacy masks and nurses who don’t want another app
ZZillexa research
IPBMS watches live camera streams and raises an alert when a patient falls or has a seizure. The hard part was never detecting a fall; it was not crying wolf.
Fewer false alarms
We grade every event as Normal, Warning or Danger, and only escalate after five consecutive frames agree. That single rule removed most of the noise.
Alerts where people already are
Alerts go out in real time over WebSocket and Supabase Realtime, to the dashboard and to the phones the care team already carries.
