DocumentCode
2541629
Title
Stereo-vision based motion stabilization of a humanoid robot for the environment recognition by type-2 fuzzy logic
Author
Kang, Tae-Koo ; Zhang, Huazhen ; Park, Gwi-Tae
Author_Institution
Sch. of Electr. Eng., Korea Univ., Seoul, South Korea
fYear
2009
fDate
24-26 June 2009
Firstpage
772
Lastpage
777
Abstract
This paper presents an efficient ego-motion compensation method for a humanoid robot, using stereo vision and type-2 fuzzy logic. A humanoid robot should have the ability to autonomously recognize its surroundings and to make right decisions in an unknown environment. To enable a humanoid robot to do this, the ego-motion compensation method, which can eliminate the motion of a humanoid robot that causes an error of environment recognition, is suggested in this paper. The method uses a disparity map obtained from stereo vision and can be divided into three modules: the segmentation, feature extraction, and compensation modules. In the segmentation module, the objects are analyzed using type-2 FCM and features are extracted using wavelet level set extraction in the feature extraction module. The displacement for the rotation and translation can be estimated by tracking the least-square ellipse and correlation coefficient using FNCC in the compensation module. Based on the results of the experiments that were conducted in this study, it was found that the proposed method can be effectively applied to a humanoid robot.
Keywords
correlation methods; feature extraction; fuzzy logic; humanoid robots; image recognition; image segmentation; least squares approximations; motion compensation; stability; stereo image processing; visual perception; wavelet transforms; compensation modules; correlation coefficient; disparity map; ego-motion compensation method; environment recognition; fast-normalized cross-correlation; feature extraction; humanoid robot; least-square ellipse; motion stabilization; segmentation module; stereo vision; type-2 fuzzy logic; wavelet level set extraction; Data mining; Feature extraction; Fuzzy logic; Humanoid robots; Level set; Machine vision; Mobile robots; Motion estimation; Robot sensing systems; Stereo vision;
fLanguage
English
Publisher
ieee
Conference_Titel
Control and Automation, 2009. MED '09. 17th Mediterranean Conference on
Conference_Location
Thessaloniki
Print_ISBN
978-1-4244-4684-1
Electronic_ISBN
978-1-4244-4685-8
Type
conf
DOI
10.1109/MED.2009.5164637
Filename
5164637
Link To Document