How AI Image Detectors Work: Inside the Algorithms Modern ai image detector systems rely on layered neural architectures and a blend of statistical heuristics to distinguish synthetic imagery from genuine photographs. At the base level, convolutional neural networks learn hierarchical features — edges, textures, and higher-order patterns — that, when combined, form a fingerprint of…