AI Generated Image

AI-generated images are increasingly realistic, raising concerns about their misuse in misinformation and fraud. Current research focuses on developing robust detectors, often employing techniques like CLIP-based models, entropy-based methods, and Fourier analysis, to distinguish them from authentic photographs. These efforts are crucial for mitigating the societal impact of manipulated or fabricated visual content, and ongoing work emphasizes improving detector accuracy, generalization across different generative models, and understanding the underlying biases present in both generated images and detection models.

Papers