How AI Image Detection Works: Algorithms, Signals, and Limits Understanding how an ai image detector distinguishes synthetic imagery from genuine photographs requires looking beyond surface pixels. Modern detection systems combine statistical forensics with deep learning: frequency-domain analysis, sensor noise modeling, and convolutional neural networks all contribute signals that reveal manipulation. For example, Generative Adversarial Networks…