Why Your Eyes Can't Spot a Deepfake — And What Actually Can

Beyond the Naked Eye: Why Deepfake Detection is a Data Integrity Problem The technical reality of modern computer vision is shifting. For years, developers in the biometrics and facial recognition space relied on "visual artifacts" as a primary heuristic for detecting manipulation. If the edge of an ear looked fuzzy or the eyes didn't track, the model flagged it. But as recent research in Scientific Reports suggests, we’ve hit a wall: humans are now only 53.5% accurate at spotting deepfakes - essentially a coin flip.