How an AI image detector actually identifies generated images Modern image analysis relies on patterns and statistical fingerprints left behind by generative models. When an image is produced by a neural network, subtle artifacts often appear in texture, noise distribution, color consistency, compression signatures, and frequency-domain features. A robust ai detector examines those signals across…