文章摘要
蒋飞飞,徐兰萍,郑立扬.基于BP神经网络的数码相机颜色特征化[J].包装工程,2012,33(5):107-110,118.
JIANG Fei-fei,XU Lan-ping,ZHENG Li-yang.Color Characterization for Digital Camera Based on BP Neural Network[J].Packaging Engineering,2012,33(5):107-110,118.
基于BP神经网络的数码相机颜色特征化
Color Characterization for Digital Camera Based on BP Neural Network
投稿时间:2011-12-13  修订日期:2012-03-10
DOI:
中文关键词: BP神经网络  数码相机颜色特征化  色彩空间转换
英文关键词: BP neural network  color characterization for digital camera  color space conversion
基金项目:
作者单位
蒋飞飞 上海大学 上海 200072 
徐兰萍 上海大学 上海 200072 
郑立扬 上海大学 上海 200072 
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中文摘要:
      以色度学理论和神经网络为基础,在综合比较数码相机颜色特征化方法之后,采用了基于BP神经网络的颜色特征化方法。利用MATLAB实现了从RGB到XYZ及Lab的颜色空间转换,比较了2种转换模型的精度,统计分析了该模型产生训练误差和测试误差的主要原因,验证了RGB→Lab转换算法是一种较优和可靠的方法。
英文摘要:
      Color characterization method for digital cameras based on BP neural network was proposed after comparison of color characterization methods using the color theory and neural network theory. Color space conversion from RGB to XYZ and Lab was realized by using MATLAB. The precision of the two models was compared and the main causes of training and test error were analyzed statistically. The results showed that RGB to Lab color space version is better than RGB to XYZ.
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