WildFake: A Large-scale Challenging Dataset for AI-Generated Images Detection

arXiv:2402.11843v1 Announce Type: new
Abstract: The extraordinary ability of generative models enabled the generation of images with such high quality that human beings cannot distinguish Artificial Intelligence (AI) generated images from real-life photographs. The development of generation techniques opened up new opportunities but concurrently introduced potential risks to privacy, authenticity, and security. Therefore, the task of detecting AI-generated imagery is of paramount importance to prevent illegal activities. To assess the generalizability and robustness of AI-generated image detection, we present a …

abstract ai-generated images artificial artificial intelligence arxiv authenticity beings cs.cv dataset detection development generated generative generative models human images intelligence life opportunities photographs privacy quality risks scale type