How AI image detection works: techniques, fingerprints, and limitations Understanding how an ai image detector functions starts with the recognition that generative models leave subtle, often invisible traces. Algorithms analyze statistical irregularities in pixel distributions, frequency-domain patterns, and compression artifacts that differ from those produced by traditional cameras. Convolutional neural networks trained on large corpora…