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Aspects of confocal image analysis

机译:共焦图像分析的方面

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摘要

In this paper, we discuss various aspects of an image analysis system for images obtained from a laser scanning confocal light microscope with particular emphasis on segmentation techniques. The main areas of interest of the image analysis system are: pre- processing, segmentation, data structures used to represent objects, morphometry, and visualization of three-dimensional microscopic structures. Pre-processing techniques are discussed, both for reduction of spurious intensity variations using digital filters and for intensity correction to account for the loss of signal due to photo bleaching and due to the field curvature of the objective lens. The segmentation techniques discussed in this paper include data driven approaches such as region segmentation based on intensity variations as well as model driven approaches such as boundary refinement based on object models. The segmented image is then used to extract morphometric parameters of microscopic structures such as surface area, volume, center of gravity, eccentricity, and skeleton. Several algorithms are presented to extract this information and methods of presenting the results are also discussed. Finally, various methods and implementation aspects of visualizing both raw data and segmented images are evaluated together with techniques for interactive manipulation of the images.
机译:在本文中,我们讨论了从激光扫描共焦光显微镜获得的图像分析系统的各个方面,特别强调分段技术。图像分析系统的主要感兴趣的领域是:预处理,分段,用于表示对象,形态学和三维微观结构的可视化的数据结构。讨论预处理技术,用于减少使用数字滤波器和强度校正的寄生强度变化,以解释由于照片漂白引起的信号丢失,并且由于物镜的场曲率。本文讨论的分段技术包括基于强度变化的区域分割等数据驱动方法以及基于对象模型的模型驱动方法,例如边界精制。然后用于将分段图像用于提取微观结构的形态学参数,例如表面积,体积,重心,偏心和骨架。提出了几种算法以提取该信息和呈现结果的方法也讨论。最后,可以将可视化原始数据和分段图像的各种方法和实现方面与图像交互式操纵的技术一起评估。

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