Sleep Camera Vision System
December 2024
A system integrating Apple Watch heart data and real-time video analysis to monitor sleep patterns.
## Overview
The Sleep Camera Vision System is a personal project designed to provide comprehensive sleep tracking by combining wearable data with computer vision. The system synchronizes heart rate data from an Apple Watch with real-time video analysis to monitor sleep patterns and provide insights.
## Features
- Integration of Apple Watch heart rate data
- Real-time video analysis of sleep movements and patterns
- Data synchronization pipeline for comprehensive tracking
- LLM integration for personalized sleep quality feedback
- Comparison of user data with scientific research
## Technologies Used
This project leverages computer vision techniques, machine learning for pattern recognition, and data integration from wearable devices. The system uses a custom pipeline to synchronize different data sources and provide meaningful insights.
## Results
- Successfully integrated multiple data streams for comprehensive sleep analysis
- Created a system that provides personalized feedback based on scientific research
- Developed a non-invasive sleep monitoring solution