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
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;
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
DOI :
10.1109/MED.2009.5164637