DocumentCode :
3567852
Title :
A compact planar-patch descriptor based on color
Author :
Fernandez-Moral, Eduardo ; Gonzalez-Jimenez, Javier ; Arevalo, Vicente
Author_Institution :
Mapir Group, Universidad de Málaga, E.T.S. Ingeniería de Informática-Telecomunicación, 29071, Spain
Volume :
2
fYear :
2014
Firstpage :
296
Lastpage :
302
Abstract :
The representation of the world upon planar patches has proven to be simple, robust and useful for a variety of robotic tasks, including SLAM, autonomous navigation, or scene recognition. In this work we investigate how to incorporate color information into such representation to improve the matching of planar patches while maintaining the model compactness, which is essential for real-time applications. We propose a descriptor based on the dominant color of the patch, which is defined as the center of the biggest cluster in the patch histogram. In the paper, different color spaces and methods for extracting the dominant color are analyzed. We compare this descriptor with a recent proposal (saturated hue based histogram) and provide some conclusions on the trade-off between their descriptiveness and compactness. Finally, we present experimental results showing how our color descriptor can be exploited to increase the efficiency of both: plane-based place recognition and planar patch categorization.
Keywords :
Color; Histograms; Image color analysis; Lighting; Real-time systems; Robustness; Sensitivity; Color Descriptor; Loop Closure; Place Recognition; Planar-patches Matching; Plane-based Mapping; RGBD Sensors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Informatics in Control, Automation and Robotics (ICINCO), 2014 11th International Conference on
Type :
conf
Filename :
7049613
Link To Document :
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