In computer vision and AI model training, edge cases are where models are tested the most—and often where they fail first. While standard images help models learn common patterns, edge case annotation is what truly separates average datasets from high-quality visual category datasets. From occlusions and extreme lighting to...
Categorizing product images accurately is the foundation of modern e-commerce AI. From visual search to personalized recommendations, structured image datasets power smarter models. This guide explains proven techniques, real-world use cases, and how scalable image annotation transforms retail performance—faster discovery, higher conversions, and better customer trust.