Establishing a Color Harmony Evaluation Model for Clothing Color Matching Based on Semi-Supervised Learning

The study conducted a psychophysical experiment to understand modern people’s perceptions of color harmony in clothing color combinations. The results indicate that modern people’s perceptions of color harmony in clothing differ significantly from previous color harmony theories. A color harmony evaluation model that aligns with contemporary aesthetic preferences is developed by combining subjective evaluations from the experiment with a semi-supervised learning (SSL) approach based on a large, unified fashion dataset. The model can be applied to color design in the fashion and clothing industry.

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Publication Details

Published
2024-12-10
DOI
https://doi.org/10.1109/ispacs62486.2024.10868511
Primary Topic
Color perception and design
Type
article
Field-Weighted Citation Impact
0.00

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article

Establishing a Color Harmony Evaluation Model for Clothing Color Matching Based on Semi-Supervised Learning

Liang‐Kai Wang, Hsin‐Pou Huang, Pei‐Li Sun, Yu-Kun Chang et al.
Color perception and design
article

Establishing a Color Harmony Evaluation Model for Clothing Color Matching Based on Semi-Supervised Learning

Liang‐Kai Wang, Hsin‐Pou Huang, Pei‐Li Sun, Yu-Kun Chang, Hung‐Chung Li, Kuei-Yuan Huang
article en

Abstract

The study conducted a psychophysical experiment to understand modern people’s perceptions of color harmony in clothing color combinations. The results indicate that modern people’s perceptions of color harmony in clothing differ significantly from previous color harmony theories. A color harmony evaluation model that aligns with contemporary aesthetic preferences is developed by combining subjective evaluations from the experiment with a semi-supervised learning (SSL) approach based on a large, unified fashion dataset. The model can be applied to color design in the fashion and clothing industry.

National Taiwan University of Science and Technology (TW), National Chung Hsing University (TW), Chihlee Institute of Technology (TW)
National Science and Technology Council
Openalex Percentile: Top 65%
Color perception and design
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