Title :
The laser color detection for 3D range scanning using Gaussian mixture model
Author :
Chmelar, Pavel ; Beran, Ladislav ; Kudriavtseva, Nataliia
Author_Institution :
Dept. of Electr. Eng., Fac. of Electr. Eng. & Inf., Pardubice, Czech Republic
Abstract :
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.
Keywords :
Gaussian processes; image colour analysis; image segmentation; mixture models; 3D range scanning; Gaussian mixture model; HSV; RGB; color GMM segmentation; color segmentation process; color-based laser line detection; electrical engineering; felicitous Gaussian mixture model; health care; laser color detection; measurement systems; segmentation colored laser line; static image; Image color analysis; Image segmentation; Laser applications; Laser modes; Measurement by laser beam; Three-dimensional displays; Training; 3D range scanning; Gaussian mixture model; HSV model; RGB model; color detection;
Conference_Titel :
Radioelektronika (RADIOELEKTRONIKA), 2015 25th International Conference
Conference_Location :
Pardubice
Print_ISBN :
978-1-4799-8117-5
DOI :
10.1109/RADIOELEK.2015.7129023