Dixit Player with Open CLIP

Wei, Ryan (2023) Dixit Player with Open CLIP. Journal of Data Analysis and Information Processing, 11 (04). pp. 536-547. ISSN 2327-7211

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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.

Item Type: Article
Subjects: STM Repository > Computer Science
Depositing User: Managing Editor
Date Deposited: 18 Dec 2023 04:20
Last Modified: 18 Dec 2023 04:20
URI: http://classical.goforpromo.com/id/eprint/4949

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