Introduction In today’s world, the demand for efficient and reliable surveillance systems has never been higher. Among the various technologies available, Frigate stands out as a powerful open-source network video recorder (NVR) designed to harness artificial intelligence (AI) for real-time video analysis and object detection. When integrated with QNAP’s virtual machines, Frigate’s performance can be…