How AI Image Detection Works: Techniques, Signals, and Limitations Understanding how an ai image detector operates begins with recognizing patterns that distinguish synthetic imagery from genuine photographs. Modern systems rely on convolutional neural networks, transformer architectures, and statistical analysis to detect artifacts left behind by generative models. These artifacts can include subtle inconsistencies in lighting, […]