Thuc D. Nguyen

Beyond Binary Classification: A Semi-supervised Approach to Generalized AI-generated Image Detection

The rapid advancement of generators (e.g., StyleGAN, Midjourney, DALL-E) has produced highly realistic synthetic images, posing significant challenges to digital media authenticity. These generators are typically based on a few core architectural families, primarily Generative Adversarial Networks (