Vision loop
Anti-Sleep Pilot explores real-time drowsiness detection from camera input. I built and pitched the project at HACKSHODH 2026.
The task connects a stream of visual observations to a time-dependent signal. Lighting, head pose, occlusion, and camera placement all affect the reliability of that signal.
Prototype boundary
The project is a hackathon prototype. It has not been validated as a safety system and should not be relied on to prevent accidents.