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Describes using ncnn's Vulkan backend for vendor-agnostic ML inference on production edge devices, achieving 10x speedup over CPU ONNX for face detection and embedding models.
This paper presents a system for non-contact, real-time heart rate measurement using commodity cameras and image processing with deep learning and AI agents, with future plans for personal AI health monitoring.