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AI & Machine Learning · Advanced

CLIP

Contrastive Language-Image Pre-training: OpenAI's model that embeds images and text into a shared vector space.

Definition

CLIP is trained with contrastive learning on image-caption pairs so matching images and texts have similar embeddings. It enables zero-shot image classification, cross-modal search and text conditioning in image generators.

Exam tip

CLIP's shared image-text embedding space enables zero-shot classification and text-to-image search.

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