使用皮肤记忆颜色执行白平衡

IF 1.4 3区 工程技术 Q4 CHEMISTRY, APPLIED
Liqing Wang, Xiaoxuan Liu, Ming Ronnier Luo, Yuechen Zhu
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引用次数: 0

摘要

在成像行业中,色彩再现是一个至关重要的方面,而白平衡在保证色彩再现方面起着举足轻重的作用。本研究提出了一种基于已知色心的自动白平衡算法,如首选记忆色图,以实现首选色的再现。首先,实现基于CNN的目标检测算法YOLOv5,对图像中的人脸区域进行识别。然后使用皮肤颜色椭球来创建皮肤掩模,以执行基于皮肤颜色的照明估计。最后,利用CIECAT16模型的颜色自适应变换将图像渲染到D65。此外,还积累了图像数据集来评估算法的有效性。在测试过程中,我们观察到图像中背景颜色的不同对光源估计有显著的影响。针对这一点,开发了一个简单的线性模型,在一定程度上减轻背景颜色造成的干扰。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

To Perform White Balance Using Skin Memory Color

To Perform White Balance Using Skin Memory Color

In the imaging industry, color reproduction is a critical aspect, and white balance plays a pivotal role in ensuring color reproduction. In this research, an automatic white balance algorithm based on the known color center from a color target, such as the Preferred Memory Color Chart was developed to achieve preferred color reproduction. First, a target detection algorithm YOLOv5 based on CNN was implemented to identify the face region in the image. The skin color ellipsoid was then used to create a skin mask to perform illumination estimation based on the skin color. Finally, the chromatic adaptation transform, the CIECAT16 model, was used to render the image to D65. Additionally, an image dataset was accumulated to evaluate the effectiveness of the algorithm. During the testing process, it was observed that the different colors of the background in images had a significant impact on the light source estimation. In response to this, a simple linear model was developed to mitigate the interference caused by background colors to some extent.

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来源期刊
Color Research and Application
Color Research and Application 工程技术-工程:化工
CiteScore
3.70
自引率
7.10%
发文量
62
审稿时长
>12 weeks
期刊介绍: Color Research and Application provides a forum for the publication of peer-reviewed research reviews, original research articles, and editorials of the highest quality on the science, technology, and application of color in multiple disciplines. Due to the highly interdisciplinary influence of color, the readership of the journal is similarly widespread and includes those in business, art, design, education, as well as various industries.
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