September 2026 - Lecture 7: CLIP and Vision-Language Alignment

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YN/KZH/K & W are available.

Will be added: BP - R & JS

Core paper:

Learning Transferable Visual Models From Natural Language Supervision
Alec Radford et al., 2021

Why it is essential:

CLIP maps images and text into a shared semantic space, enabling text-driven visual control and multimodal retrieval.

Topics:

  • Image encoder

  • Text encoder

  • Contrastive learning

  • Shared embedding space

  • Why prompts can control images

Engineering connection:

  • Text-to-image generation

  • Image retrieval

  • Visual RAG-like retrieval

  • Multi-reference generation