Spotting the Synthetic: How Modern Tools Reveal AI-Generated Images
How AI image detectors work under the hood Understanding an ai image detector requires a look at both the statistical fingerprints of generated imagery and the machine learning models trained to recognize them. Generative models like GANs, diffusion models, and autoregressive systems leave subtle traces—texture artifacts, color distribution anomalies, and inconsistencies in high-frequency detail—that are…