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Playing by AI's rules - Matching Pairs / Memory with CLIP

Uses image-image Cosine Similarity pairs to determine what is or isn't a match!

  • Cosine Similarity = 1 means that two images are, in fact, the same image.
  • A value of 0.8 - 0.9 may be expected for two different photos that both depict a cat.
  • Set the game to a cut-off value of 0.5, and you'll have to guess what kind of mud-puddle CLIP thinks is of median likeness to a pizza. Good luck!

Prerequisites / Setup:

  • OpenAI / CLIP (https://github.com/openai/CLIP)
  • Check / install requirements.txt
  • Extract COCO.zip (contains images to play) to any folder
  • 250 small images require <2 GB VRAM even with large CLIP models
  • Game too hard? Try using only 100 images instead of 250.
  • Optional: See "YOLO" folder / readme.txt to use your own photos for the game
  • python run-CLIP-matching-pairs.py will launch the GUI


Screenshot