How Edge AI Is Transforming Vertical Industries: Challenges, Technologies, and Real‑World Cases

This article examines the rapid growth of edge AI, outlines its current development, identifies technical and deployment challenges, presents key innovations such as RepRetinaFace and DeepStream, and showcases a 5G‑enabled smart construction solution with concrete performance data and implementation details.

5GDeepStreamVertical Industry

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How Edge AI Is Transforming Vertical Industries: Challenges, Technologies, and Real‑World Cases

iQIYI Technical Product Team

Jul 3, 2020 · Artificial Intelligence

Optimizing Video Inference Services for High GPU Utilization in AI Applications

By moving decoding, color conversion, preprocessing, inference, and re‑encoding entirely onto the GPU and enabling batch processing with flexible Python scripts, iQIYI’s video‑image enhancement service achieved ten‑fold throughput, over 90 % GPU utilization, and dramatically lower resource use, accelerating AI video inference deployment.

AI deploymentDeepStreamGPU Optimization

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Optimizing Video Inference Services for High GPU Utilization in AI Applications