Security Camera Monitoring: CCTV Computer Vision

Secure Desk is a real-time computer vision application developed as a visionary project by a new hire at Roboflow, designed to enhance office security by using a vision-powered passcode and alerting system. The application monitors a desk area and sends a push notification if a detected person does not enter a hand-gesture-based passcode within 30 seconds. Utilizing the Roboflow platform, the project involved building an object detection model to recognize people and passcode gestures, supported by data collection through active learning and enhanced with diverse image datasets, including infrared and null images. The application incorporates real-time processing with the Roboflow Inference Pipeline and employs a tracker to manage code sequence entry, ensuring each digit is counted once. The project's implementation and open-source code are available for further exploration on GitHub, showcasing the use of Roboflow's tools in transforming a desk into a secure zone efficiently.