How AI Image Detection Works: Techniques, Signals, and Limitations Modern image forensics relies on a mix of statistical analysis, machine learning and heuristic checks to distinguish authentic photography from generated or manipulated imagery. At the core, convolutional neural networks and transformer-based vision models are trained to recognize subtle inconsistencies in texture, lighting, compression artifacts, and…