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QMaZda — Software tools for image analysis and pattern recognition

机译:QMaZda —用于图像分析和模式识别的软件工具

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摘要

Qmazda is a package of software tools for digital image analysis. They compute shape, color and texture attributes in arbitrary regions of interest, implement selected algorithms of discriminant analysis and machine learning, and enable texture based image segmentation. The algorithms generalize a concept of texture to three-dimensional data to enable analysis of volumetric images from magnetic resonance imaging or computed tomography scanners. The tools support a complete workflow - from image examples as an input to classification rules as an output. The extracted knowledge can be further used in custom made image analysis systems. Here we also present an application of QMaZda to identify defective barley kernels. The cereal seeds variability is high, therefore, characterization and discriminant analysis of such the biological objects is challenging and non-trivial. The software is available free of charge and open source, with executables for Windows, Linux and OS X platforms.
机译:Qmazda是用于数字图像分析的软件工具包。他们计算感兴趣的任意区域中的形状,颜色和纹理属性,实施判别分析和机器学习的选定算法,并启用基于纹理的图像分割。该算法将纹理的概念概括为三维数据,以便能够分析来自磁共振成像或计算机断层扫描仪的体积图像。这些工具支持完整的工作流程-从图像示例作为输入到分类规则作为输出。所提取的知识可以进一步用于定制的图像分析系统中。在这里,我们还介绍了QMaZda的应用,以识别有缺陷的大麦仁。谷物种子的变异性很高,因此,对此类生物物体的表征和判别分析具有挑战性且不容易。该软件是免费提供的,并且是开源的,具有适用于Windows,Linux和OS X平台的可执行文件。

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