DocumentCode :
1717488
Title :
Robust vision system to illumination changes in a color-dependent task
Author :
Espínola, Andrés ; Romay, Alberto ; Baidyk, Tatiana ; Kussul, Ernst
Author_Institution :
IIMAS, Nat. Autonomous Univ. of Mexico, Mexico City, Mexico
fYear :
2011
Firstpage :
521
Lastpage :
526
Abstract :
Most computer vision tasks are strongly sensitive to illumination changes. This is the case of RoboCup competitions, being color dependent tasks, they require a robust color-based segmentation method of the image for object recognition. It is difficult to achieve a constant illumination in a work environment that is subject to day light changes. This is why camera parameters calibration such as exposure time must be robust enough to reduce the impact in the output images. A result comparison on the segmentation of images is made in three different color spaces, RGB, HSV, and YCrCb. We researched their connection with changes in lighting condition and select one of them that have less error for those environments. We introduce a fuzzy calibration method of the camera exposure time parameter, by histograms correlation. The calibrations results give an approximate value of the correct parameter to be modified in the camera in order to avoid affecting the thresholds of segmentation in the color recognition task.
Keywords :
fuzzy set theory; image colour analysis; image segmentation; lighting; mobile robots; multi-robot systems; robot vision; HSV; RGB; RoboCup competitions; YCrCb; camera exposure time parameter; camera parameters calibration; color recognition task; color spaces; color-dependent task; computer vision; day light changes; fuzzy calibration method; histograms correlation; illumination changes; lighting condition; object recognition; robust color-based object image segmentation method; robust vision system; Calibration; Cameras; Correlation; Image color analysis; Image segmentation; Lighting; Robots;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Biomimetics (ROBIO), 2011 IEEE International Conference on
Conference_Location :
Karon Beach, Phuket
Print_ISBN :
978-1-4577-2136-6
Type :
conf
DOI :
10.1109/ROBIO.2011.6181339
Filename :
6181339
Link To Document :
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