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Uniqueness of the Gaussian Kernel for Scale-Space Filtering
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On the Axioms of Scale Space Theory
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On the Influence of Scale Selection on Feature Detection for the Case of Linelike Structures
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Insight into Images: Principles and Practice for Segmentation, Registration, and Image Analysis
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Image quality assessment: from error visibility to structural similarity
IEEE Transactions on Image Processing
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The blood vessels and nerve trees consist of tubular objects interconnected into a complex tree- or web-like structure that has a range of structural scale 5 µm diameter capillaries to 3 cm aorta. This large-scale range presents two major problems; one is just making the measurements, and the other is the exponential increase of component numbers with decreasing scale. With the remarkable increase in the volume imaged by, and resolution of, modern day 3D imagers, it is almost impossible to make manual tracking of the complex multiscale parameters from those large image data sets. In addition, the manual tracking is quite subjective and unreliable. We propose a solution for automation of an adaptive nonsupervised system for tracking tubular objects based on multiscale framework and use of Hessian-based object shape detector incorporating National Library ofMedicine Insight Segmentation and Registration Toolkit (ITK) image processing libraries.