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Detectability, uniqueness, and reliability of eigen windows forstable verification of partially occluded objects
Ohba, K.   Ikeuchi, K.  
Mech. Eng. Lab., Minist. of Int. Trade & Ind., Tsukuba;

This paper appears in: Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publication Date: Sep 1997
Volume: 19,  Issue: 9
On page(s): 1043-1047
ISSN: 0162-8828
References Cited: 5
CODEN: ITPIDJ
INSPEC Accession Number: 5727082
Digital Object Identifier: 10.1109/34.615453
Current Version Published: 2002-08-06

Abstract
This paper describes a method for recognizing partially occluded objects for bin-picking tasks using eigenspace analysis, referred to as the “eigen window” method, that stores multiple partial appearances of an object in an eigenspace. Such partial appearances require a large amount of memory space. Three measurements, detectability, uniqueness, and reliability, on windows are developed to eliminate redundant windows and thereby reduce memory requirements. Using a pose clustering technique, the method determines the pose of an object and the object type itself. We have implemented the method and verified its validity

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