Title :
Study and Improvements in Landmarks Extraction in 2D Range Images Based on an Adaptive Curvature Estimation
Author :
Certad, Novel ; Acuna, Raul ; Terrones, Angel ; Ralev, Dimitar ; Cappelletto, Jose ; Grieco, Juan C.
Author_Institution :
Mechatron. Res. Group, Univ. Simοn Bolivar, Baruta, Venezuela
Abstract :
In this work we present an analysis of the natural reference extraction method (corners, intersections, hallways) using the estimated curvature function for 2D images provided by a laser range finder. Some of the problems from the original method introduced in 2007 are considered and possible solutions to this problems are proposed. Finally, the original and modified methods are submitted to various simulated benchmarks in order to compare their performance as a function of uncertainty, correctness, execution time and other parameters.
Keywords :
curvature measurement; estimation theory; feature extraction; laser ranging; mobile robots; 2D range images; adaptive curvature estimation; estimated curvature function; landmarks extraction; laser range finder; natural reference extraction method; simulated benchmarks; Detectors; Estimation; Image edge detection; Measurement by laser beam; Navigation; Noise measurement; Robots; 2D range images; Adaptive estimation; Feature extraction; Robot sensing systems;
Conference_Titel :
Andean Region International Conference (ANDESCON), 2012 VI
Conference_Location :
Cuenca
Print_ISBN :
978-1-4673-4427-2
DOI :
10.1109/Andescon.2012.31