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Advanced features like object detection and motion metrics can be run locally on-device or offloaded to a secure local home server. 3. Robotics and Embedded Vision

Chips highly popular in the developer space due to open-source hardware friendliness and dedicated vision processing pipelines. openipc

The project aims to give users back control over their hardware. It replaces the manufacturer’s insecure web interface, removes cloud dependencies, and turns your cheap camera into a professional-grade ONVIF-compliant device. Advanced features like object detection and motion metrics

OpenIPC breaks this cycle. It is a lightweight, open-source Linux operating system designed to replace vendor firmware on IP cameras. It gives users total control over their hardware, turning cheap consumer cameras into secure, high-performance edge devices. What is OpenIPC? removes cloud dependencies