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Precise acquisition and unsupervised segmentation of multi-spectral images

机译:精确采集和无监督分割多光谱图像

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摘要

In this work, an integrated imaging system to obtain accurate and reproducible multi-spectral images and a novel multi-spectral image segmentation algorithm are proposed. The system collects up to 20 different spectral bands within a range that vary from 395 nm to 970 nm. The system is designed to acquire geometrically and chromatically corrected images in homogeneous and diffuse illumination, so images can be compared over time. The proposed segmentation algorithm combines the information provided by all the spectral bands to segment the different regions of interest. Three experiments are conducted to show the ability of the system to acquire highly precise, reproducible and standardized multi-spectral images and to show its applicabilities in different situations.
机译:在这项工作中,提出了一种获得准确和可再现的多光谱图像的集成成像系统和一种新颖的多光谱图像分割算法。该系统在395 nm至970 nm范围内收集多达20个不同的光谱带。该系统旨在在均匀照明和漫射照明下获取经过几何和色彩校正的图像,因此可以随时间比较图像。提出的分割算法结合了所有光谱带提供的信息来分割不同的感兴趣区域。进行了三个实验,以展示该系统获取高精度,可再现和标准化的多光谱图像的能力,并展示其在不同情况下的适用性。

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  • 来源
    《Computer vision and image understanding》 |2007年第3期|183-193|共1页
  • 作者单位

    Computational Imaging Laboratory, Department of Technology, Universitat Pompeu Fabra, Pg. de Circumval.lacio 8, Barcelona 08003, Spain Informatics and Mathematical Modelling, Technical University of Denmark, Building 321, DK-2800 Lyngby, Denmark;

    Computational Imaging Laboratory, Department of Technology, Universitat Pompeu Fabra, Pg. de Circumval.lacio 8, Barcelona 08003, Spain Informatics and Mathematical Modelling, Technical University of Denmark, Building 321, DK-2800 Lyngby, Denmark;

    Computational Imaging Laboratory, Department of Technology, Universitat Pompeu Fabra, Pg. de Circumval.lacio 8, Barcelona 08003, Spain Informatics and Mathematical Modelling, Technical University of Denmark, Building 321, DK-2800 Lyngby, Denmark;

    Computational Imaging Laboratory, Department of Technology, Universitat Pompeu Fabra, Pg. de Circumval.lacio 8, Barcelona 08003, Spain Informatics and Mathematical Modelling, Technical University of Denmark, Building 321, DK-2800 Lyngby, Denmark;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    image acquisition; multi-spectral image analysis; illumination; exploratory data analysis; image segmentation; pattern recognition;

    机译:图像采集;多光谱图像分析;照明;探索性数据分析;图像分割模式识别;

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