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Sensors 2010, 10(8), 7803-7842; doi:10.3390/s100807803
Article

Class Separation Improvements in Pixel Classification Using Colour Injection

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Received: 25 June 2010; in revised form: 20 July 2010 / Accepted: 4 August 2010 / Published: 20 August 2010
(This article belongs to the Special Issue Intelligent Sensors - 2010)
Abstract: This paper presents an improvement in the colour image segmentation in the Hue Saturation (HS) sub-space. The authors propose to inject (add) a colour vector in the Red Green Blue (RGB) space to increase the class separation in the HS plane. The goal of the work is the development of an algorithm to obtain the optimal colour vector for injection that maximizes the separation between the classes in the HS plane. The chromatic Chrominace-1 Chrominance-2 sub-space (of the Luminance Chrominace-1 Chrominance-2 (YC1C2) space) is used to obtain the optimal vector to add. The proposal is applied on each frame of a colour image sequence in real-time. It has been tested in applications with reduced contrast between the colours of the background and the object, and particularly when the size of the object is very small in comparison with the size of the captured scene. Numerous tests have confirmed that this proposal improves the segmentation process, considerably reducing the effects of the variation of the light intensity of the scene. Several tests have been made in skin segmentation in applications for sign language recognition via computer vision, where an accurate segmentation of hands and face is required.
Keywords: pixel classification; colour clustering; colour segmentation; class separation; colour sub-spaces; colour injection pixel classification; colour clustering; colour segmentation; class separation; colour sub-spaces; colour injection
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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MDPI and ACS Style

Blanco, E.; Mazo, M.; Bergasa, L.; Palazuelos, S.; Rodríguez, J.; Losada, C.; Martín, J. Class Separation Improvements in Pixel Classification Using Colour Injection. Sensors 2010, 10, 7803-7842.

AMA Style

Blanco E, Mazo M, Bergasa L, Palazuelos S, Rodríguez J, Losada C, Martín J. Class Separation Improvements in Pixel Classification Using Colour Injection. Sensors. 2010; 10(8):7803-7842.

Chicago/Turabian Style

Blanco, Edward; Mazo, Manuel; Bergasa, Luis; Palazuelos, Sira; Rodríguez, Jose; Losada, Cristina; Martín, Jose. 2010. "Class Separation Improvements in Pixel Classification Using Colour Injection." Sensors 10, no. 8: 7803-7842.



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