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Computer Science, Computers and Society

AI-Generated Face Detection: A Survey and New Perspectives

AI-Generated Face Detection: A Survey and New Perspectives

In recent years, advancements in artificial intelligence (AI) have led to impressive progress in various domains, including image and language generation. However, these capabilities have also raised concerns about the potential misuse of AI-powered fake accounts and content on social media platforms. To address this issue, researchers propose three intervention strategies:

  1. Effective Models for Detecting AI-Generated Images: Research has shown that utilizing models specifically designed to detect AI-generated images can significantly improve people’s ability to identify such images (Boyd et al., 2023). These models can help reduce the number of fake accounts and content on social media platforms.
  2. Regulations for Generative AI Models: Another approach is to establish regulations that require social media platforms to verify the authenticity of accounts before exposing them to a wider audience (Menczer et al., 2023). This can help prevent the proliferation of fake accounts and content.
  3. Teaching Social Media Users AI Literacy: Finally, educating social media users about the capabilities and limitations of state-of-the-art generative AI models can empower them to better defend themselves against manipulation by AI-powered fake accounts (Yan et al., 2023). By understanding how these models work, users can develop critical thinking skills and recognize potential threats more effectively.
    In summary, the rapid progress in generative AI has introduced new challenges for social media platforms. Addressing these challenges requires a multi-faceted approach that involves developing effective detection models, implementing regulations on AI model use, and educating users about AI literacy. By working together, we can mitigate the risks associated with advanced AI-powered fake accounts and content, ensuring a safer and more informed online community.