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How AI-Generated Image Detection Works: Techniques and Signals Detecting synthetic visuals requires a layered approach combining signal analysis, machine learning, and traditional forensic methods. At the pixel level, many generative models leave behind subtle artifacts—statistical irregularities in noise patterns, inconsistent color noise, or unusual frequency-domain signatures. Forensic analysts examine these [...]