Title :
Active perception based on Hough transform and evolutionary computation using 3D range sensor
Author :
Hiwada, Eriko ; Masuta, Hiroyuki ; Kubota, Naoyuki
Author_Institution :
Dept. of Syst. Design, Tokyo Metropolitan Univ., Hino, Japan
Abstract :
Recently, the need of service robots is increasing, and the performance of intelligent technology for perceiving objects and people should be improved. We focus on a service robot system for clearing a table as a human-friendly task. The task is composed of (1) target object detection, (2) the estimation of position and posture of the target objects, and (3) the clearing of the target object. Therefore, this paper proposes a method of estimating the position and posture of the target object based on Hough transform and steady-state genetic algorithm. Next, we define the perceptual index to evaluate the state of perception to specify the position and posture of target objects. Furthermore, we discuss the availability of the proposed perceptual index through preliminary experimental results.
Keywords :
Hough transforms; genetic algorithms; intelligent robots; object detection; sensors; service robots; visual perception; 3D range sensor; Hough transform; active perception; evolutionary computation; perceptual index; position estimation; service robots; steady-state genetic algorithm; target object detection; Indexes; Manipulators; Robot kinematics; Robot sensing systems; Service robots; Transforms;
Conference_Titel :
RO-MAN, 2010 IEEE
Conference_Location :
Viareggio
Print_ISBN :
978-1-4244-7991-7
DOI :
10.1109/ROMAN.2010.5598612