基于高斯混合模型的三维距离扫描激光颜色检测

P. Chmelar, L. Beran, N. Kudriavtseva
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引用次数: 12

摘要

激光广泛应用于测量系统、医疗保健和电气工程。最近的一个测量领域是三维距离扫描。精确的激光线检测对其精度至关重要。本文提出了一种利用高斯混合模型(GMM)进行彩色激光线检测的新方法。检测算法处理由相机捕获的静态图像。使用这种复杂的模型有几个优点。颜色分割过程能够处理饱和度,不同的激光强度,较暗的物体和环境日光。在建模过程中可以使用各种颜色模型。对于激光颜色检测,我们使用两种基本颜色模型,RGB和HSV。本文对上述两种颜色模型在分割彩色激光线中的应用进行了严格的比较评价。最后对三维距离扫描的结果进行了比较,并提出了使用彩色GMM分割的建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The laser color detection for 3D range scanning using Gaussian mixture model
Lasers are widely used in measurement systems, health care and in electrical engineering in general. One recent area in measurement represents 3D range scanning. The accurate laser line detection is crucial for their precision. In this paper we would like to introduce a new method of the color-based laser line detection by using felicitous Gaussian mixture model (GMM). Detection algorithm process a static image captured by camera. There are several advantages of using this sophisticated model. The color segmentation process is able to deal with saturation, different laser intensity, darker objects and ambient daylight. Various color models it is possible to use in modeling process. For laser color detection we are using two basic color models, RGB and HSV. The paper includes a rigorous comparative evaluation of the two aforementioned color models in a segmentation colored laser line. Results of 3D range scanning are compared and recommendations for using color GMM segmentation are mentioned in last part of this paper.
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