Tracing pixel defects to identify Deepfakes

As AI-generated images grow increasingly realistic, the next frontier of defense lies in detecting the invisible fingerprints left behind in every pixel. From GAN frequency inconsistencies to heatmap-based anomaly detection, deepfake forensics is shifting from human perception to measurable, machine-level analysis.