1. Dedicated Security Camera OS (NVR/DVR)
- Blue Iris (Windows) – Powerful, supports AI face recognition with DeepStack.
- Shinobi (Linux/Windows/macOS) – Open-source NVR, integrates with AI models.
- Xeoma (Windows/Linux/macOS/Raspberry Pi) – Supports AI-based face recognition.
- UniFi Protect (Linux – UniFi OS) – For Ubiquiti hardware, limited customization.
✅ Pros: Easy setup, reliable, integrated AI options.
❌ Cons: Limited customization, may require additional hardware.
2. AI-Optimized OS for Custom Solutions
- Ubuntu Server (Linux) – Best for AI workloads (TensorFlow, OpenVINO, DeepFace).
- NVIDIA JetPack (Linux for Jetson) – Optimized for NVIDIA Jetson hardware.
- Home Assistant OS (Linux-based) – Can integrate face recognition via Frigate + Coral TPU.
✅ Pros: Highly customizable, best for deep learning-based face detection.
❌ Cons: Requires setup, AI expertise needed.
3. Edge AI Appliances
- Hikvision / Dahua / Axis Cameras – Some have built-in face recognition.
- Google Coral Dev Board (Linux-based) – Runs models on TPU for efficient AI processing.
- NVRs with AI chips (Synology DVA series) – Hardware-accelerated face detection.
✅ Pros: Efficient, purpose-built, plug-and-play.
❌ Cons: Less control over AI models.
Which One Should You Choose?
- Plug-and-play: Blue Iris, UniFi Protect, Synology DVA.
- Custom AI with full control: Ubuntu + TensorFlow/OpenCV/DeepFace.
- Low-power edge AI: NVIDIA Jetson Nano, Google Coral TPU.
- Enterprise-grade: Hikvision/Dahua AI cameras, Axis with edge AI.