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An Empirical Analysis of GPT-4V's Performance on Fashion Aesthetic Evaluation

31 October 2024
Yuki Hirakawa
Takashi Wada
Kazuya Morishita
Ryotaro Shimizu
Takuya Furusawa
Sai Htaung Kham
Yuki Saito
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Abstract

Fashion aesthetic evaluation is the task of estimating how well the outfits worn by individuals in images suit them. In this work, we examine the zero-shot performance of GPT-4V on this task for the first time. We show that its predictions align fairly well with human judgments on our datasets, and also find that it struggles with ranking outfits in similar colors. The code is available at https://github.com/st-tech/gpt4v-fashion-aesthetic-evaluation.

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