Hhanying7721infoorir.hashnode.dev·3d ago · 6 min readHow AI and Computer Vision Are Redefining Retail Analytics Through Effective Foot TrafficBuilding More Accurate Customer Intelligence Systems Beyond Traditional People Counting For many years, physical retail stores have relied on a simple metric to understand customer activity: Foot traf00
Hhanying7721infoorir.hashnode.dev·Jul 15 · 5 min readHow Computer Vision Enables Privacy-Friendly Human Flow Analysis in Physical SpacesIntroduction Computer vision has changed the way machines understand the physical world. From autonomous vehicles to smart buildings, AI models are increasingly being used to analyze movement, objects00
Hhanying7721infoorir.hashnode.dev·Jul 10 · 4 min readWhy Traditional Footfall Counting Systems Fail in Modern Retail AnalyticsIntroduction Retail businesses generate massive amounts of operational data every day. Sales systems track transactions, inventory platforms monitor products, and marketing tools analyze customer acqu00
Hhanying7721infoorir.hashnode.dev·Jun 29 · 9 min readToF Depth Vision & Edge ML: Engineering Human Multi-Target Tracking for Crowded Complex ScenesTraditional single-beam infrared counters and 2D RGB camera tracking modules fail to deliver accurate human target detection in dense, multi-directional crowded spaces. This article dissects the end-t00
