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

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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Publication Details

Published
2024-11-19
DOI
https://doi.org/10.1145/3681758.3698022
Citations
4
Primary Topic
Consumer Perception and Purchasing Behavior
Type
article
Field-Weighted Citation Impact
1.76
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An Empirical Analysis of GPT-4V's Performance on Fashion Aesthetic Evaluation

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

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article en
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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.

Openalex Percentile: Top 13%
Consumer Perception and Purchasing Behavior
1.76
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