Spotting the Synthetic: How Modern Tools Reveal AI-Created Images

How an ai image detector Works: Technology and Techniques Understanding what powers an ai image detector begins with recognizing the fingerprints left by generative models. Modern detectors combine multiple forensic approaches—statistical analysis of pixel-level artifacts, frequency-domain inspections, metadata and compression pattern checks, and learned features from convolutional neural networks. Statistical approaches look for inconsistencies in…