TITLE:
Dixit Player with Open CLIP
AUTHORS:
Ryan Wei
KEYWORDS:
Computer Vision, AI, CLIP, Dixit, Open AI, Creative Gameplay, Open CLIP, Natural Language Processing, Visual Models, Game AI, Image-Text Pairing
JOURNAL NAME:
Journal of Data Analysis and Information Processing,
Vol.11 No.4,
November
29,
2023
ABSTRACT: A computer vision approach through Open AI’s CLIP, a model capable of
predicting text-image pairs, is used to create an AI agent for Dixit, a game
which requires creative linking between images and text. This paper calculates
baseline accuracies for both the ability to match the correct image to a hint
and the ability to match up with human preferences. A dataset created by
previous work on Dixit is used for testing. CLIP is utilized through the
comparison of a hint to multiple images, and previous hints, achieving a final
accuracy of 0.5011
which surpasses previous results.