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ThreatAnalyzer detecting a threat.
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ThreatAnalyzer detecting a non-threat.
Inspiration We wanted to make security monitoring smarter and easier to use. Current systems are slow and miss things - we wanted to help security systems out by integrating an AI solution.
What it does
- Uses your webcam to watch for threats
- Shows threat level in real-time
- Can capture images manually or automatically
- Gives confidence scores for each detection
How we built it
- Frontend: HTML/CSS/JavaScript for the interface
- Backend: Flask (Python) for processing
- AI: Vision Transformer model in PyTorch
- Data: Custom scripts to prepare training data
Challenges Making it work fast in real-time while staying accurate was tough. Creating good training data took many tries.
Accomplishments
- Got the AI model working
- Made a simple interface anyone can use
- Built a solid data preparation system
What's next
- Support for multiple cameras
- Mobile app version
- API for others to use
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