光学学报, 2012, 32 (7): 0711001, 网络出版: 2012-05-31
基于主成分分析-二阶导数光谱成像的红外显微图像分析
FTIR Microscopic Image Analysis Based on Principal Component Analysis-2nd Derivative Spectral Imaging
显微 红外显微成像 主成分分析 二阶导数 光谱成像 microscopy Fourier transform infrared spectroscopy microscopi principal component analysis 2nd derivative spectral imaging
摘要
红外显微成像技术将红外光谱技术和显微技术相结合,不仅可以提供测试样品的光谱信息而且能够提供测试样品的空间分布信息。然而复杂样品的红外显微图像谱峰重叠严重,无法直接获得目标组分的分布信息。将因子分析与光谱分离技术相结合提出了主成分分析-二阶导数光谱成像方法。通过兔子动脉红外显微图像中胆固醇分布的成像实验,验证该方法的可行性和有效性。实验结果表明,该方法可以提高光谱分辨率,挖掘隐藏于重叠谱峰中的有用信息,是一种有效的红外显微图像分析方法。
Abstract
Fourier transform infrared spectroscopy (FTIR) microscopic imaging technology combines infrared ray spectroscopy with microscopy, so that not only spectral information but also space distribution of sample can be provided. However, because severe peak overlapping exists in the FTIR microscopic image of complex samples, distribution information of the target chemical compound cannot be displayed directly. To overcome the drawbacks, a method of principal component analysis-2nd derivative spectral imaging, combining factor analysis and the spectral unmixing technology is developed. Image analysis of distribution of cholesterol in rabbit arteries with FTIR microscopic imaging technology verifies the feasibility and effectiveness of the proposed method. The experimental results show that the proposed method is an effective method to improve the spectral resolution and find the useful information hidden in overlapping spectral peak.
杨秀坤, 钟明亮, 景晓军, 张尚迪. 基于主成分分析-二阶导数光谱成像的红外显微图像分析[J]. 光学学报, 2012, 32(7): 0711001. Yang Xiukun, Zhong Mingliang, Jing Xiaojun, Zhang Shangdi. FTIR Microscopic Image Analysis Based on Principal Component Analysis-2nd Derivative Spectral Imaging[J]. Acta Optica Sinica, 2012, 32(7): 0711001.