A Beginner’s Guide to the CLIP Model

 By KDnuggets - 2021-03-11

Description

CLIP is a bridge between computer vision and natural language processing. I'm here to break CLIP down for you in an accessible and fun read! In this post, I'll cover what CLIP is, how CLIP works, and ...

Summary

  • CLIP is a bridge between computer vision and natural language processing.
  • Badness" of our model At the same time as wanting to maximize the cosine similarity for each of those blue squares, there are a lot of grey squares that indicate where the text and image don't align.
  • For example, T1 is the text "pepper the aussie pup" but perhaps I2 is an image of a raccoon.
  • CLIP works by understanding the meaning of the classes.

 

Topics

  1. NLP (0.38)
  2. Machine_Learning (0.17)
  3. Backend (0.06)

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