How AI Image Detection Works: Algorithms, Signals, and Practical Pipelines Modern ai image detector systems combine multiple layers of analysis to distinguish authentic photographs from synthetically generated or manipulated images. At their core, these systems rely on convolutional neural networks (CNNs), transformer-based vision models, and forensic feature extraction techniques that evaluate pixel-level anomalies, compression artifacts,