How AI Image Detectors Work and Why They Matter Understanding how an ai image detector functions begins with the data it was trained on. Deep convolutional neural networks learn subtle statistical patterns and noise artifacts introduced by generative models, compression, and editing tools. These models do not just look for obvious signs like mismatched lighting…