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