Title :
Automatic acquisition of object using eigen appearance
Author :
Ashrafuzzaman, M. ; Rahman, M. Masudur ; Hashem, M.M.A.
Author_Institution :
Shakti Eng. Ltd., Dhaka, Bangladesh
Abstract :
Automatic acquisition of an object using model appearance from an environment is proposed in this paper. Robots directly interact with a defined environment in order to extract object shape from its scene. The robot extracts the targeted object´s appearance, creating an eigenspace, and stores it into the memory server (or intelligent data carrier). Eigenspace is constructed every time a new object appears, and various appearances are accumulated gradually. A closed sequence of appearances is generated from the accumulated shapes, which is used for object recognition. Experimental results of object accumulation and recognition show the effectiveness of the proposed method.
Keywords :
eigenvalues and eigenfunctions; image sequences; object recognition; robot vision; automatic object acquisition; closed sequence; defined environment; eigen appearance; eigenspace; intelligent data carrier; memory server; object accumulation; object recognition; object shape extraction; robot vision; targeted object appearance; Computer science; Control engineering; Covariance matrix; Data mining; Eigenvalues and eigenfunctions; Intelligent robots; Layout; Robot sensing systems; Robotics and automation; Shape;
Conference_Titel :
SICE 2002. Proceedings of the 41st SICE Annual Conference
Print_ISBN :
0-7803-7631-5
DOI :
10.1109/SICE.2002.1195382