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Here, we¡¯ll give a quick introduction to CLIP.
CLIP is a model that learns to understand images through natural language. Unlike traditional models that only focus on pixels, CLIP connects what we see with how we describe it, making it great at recognizing things even without specific training—that¡¯s what makes it so powerful for zero-shot learning.
So, what if we use this to our advantage? Instead of relying on old-school and rigid features, we can build a ¡°future-proof¡± detection system that taps into CLIP¡¯s ability to extract high-level meaning and adapt to new AI-generated content.
Put simply—if we can name it, CLIP can find it somewhere in its space.
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IEEE/ICACT20250021 Slide.11
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