2026
Your AI-Generated Image Detector Can Secretly Achieve SOTA Accuracy, If Calibrated
AAAI 2026technical
Despite being trained on balanced datasets, existing AI-generated image detectors often exhibit systematic bias at test time, frequently misclassifying fake images as real. We hypothesize that this behavior stems from distributional shift in fake samples and implicit priors learned during training.