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基于PCA的相机响应函数特征化方法研究

DOI: 10.15918/j.tbit1001-0645.2015.10.018

Keywords: PCA 相机 响应函数 特征化

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Abstract:

响应函数是CCD和CMOS成像器件的重要特性之一. 传统的响应函数测试方法存在对实验条件要求苛刻、测试速度慢、人工成本高等不足. 基于201条已有的响应函数曲线,采用PCA方法提取相机响应函数空间中对应5个最大特征值的特征向量,并用这5个特征向量的线性组合表达已有的201条响应函数曲线,取得了较高的精度. 对4种不在响应函数库中的数码相机响应函数进行了特征向量表达,也获得了较高的精度,证明相机响应函数空间特征向量能够表达任意相机的响应函数

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