Shirt-color recognition for the color-blindness

IF 1.6 Q2 MULTIDISCIPLINARY SCIENCES

MethodsX Pub Date : 2024-07-21 DOI:10.1016/j.mex.2024.102866

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引用次数: 0

Abstract

Color-blind is a generic disability whereby the affected individuals are not given the opportunity to benefit from the various functions provided by color that would impact humans physically and psychologically. Although this disability is not fatal, it brought plenty of turbulence in the affected individuals’ daily activities. This paper aims to develop a system for recognizing and detecting colors of clothes in images, improve accuracy by using advanced algorithms to handle lighting variations, and provide color matching recommendations to assist color-blind individuals in making informed choices when purchasing shirts. The proposed methodology for color recognition involves:

•
retrieving the RGB values of a given point from the input image and converting them into HSV values.
•
creating web application integrated with a machine learning model to classify and predict the corresponding color based on the HSV values.
•
predicting the color name with suggestions of matching colors will be displayed on the interface.

Abstract Image

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识别衬衫颜色的 "色盲"]......

色盲是一种通用残疾，受影响的人没有机会从颜色提供的各种功能中受益，而这些功能会对人类的生理和心理产生影响。虽然这种残疾并不致命，但它给患者的日常活动带来了很多麻烦。本文旨在开发一种识别和检测图像中衣服颜色的系统，通过使用先进的算法处理光照变化来提高准确性，并提供颜色匹配建议，以帮助色盲者在购买衬衫时做出明智的选择。所提出的颜色识别方法包括：-从输入图像中检索给定点的 RGB 值，并将其转换为 HSV 值；-创建集成了机器学习模型的网络应用程序，根据 HSV 值对相应颜色进行分类和预测；-预测颜色名称，并在界面上显示配色建议。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

MethodsX Health Professions-Medical Laboratory Technology

CiteScore

3.60

自引率

5.30%

发文量

314

审稿时长

7 weeks