Edge-AI Neural Video Analytics: Mathematical Foundations of Real-Time Object Detection, YOLOv8/v9 Optimization, and TensorRT Hardware Acceleration
An in-depth academic examination of edge-deployed neural video analytics architectures, detailing convolution kernels, feature pyramid networks, mathematical quantization loss, TensorRT graph optimization, and sub-millisecond inference pipelines for high-throughput multi-camera topologies.
Alex Vance
3 hrs ago