Zi-Yang Ou

CLIP Embeddings for AI-Generated Image Detection: A Few-Shot Study with Lightweight Classifier

This work investigates whether CLIP embeddings inherently contain information indicative of AI generation, and proposes a proposed pipeline that extracts visual embeddings using a frozen CLIP model, feeds its embeddings to lightweight networks, and fine-tunes only the final classifier.