GEOMETRIC SEPARATION OF PARTIALLY OVERLAPPING NONRIGID OBJECTS APPLIED TO AUTOMATIC CHROMOSOME CLASSIFICATION

Authors
Citation
G. Agam et I. Dinstein, GEOMETRIC SEPARATION OF PARTIALLY OVERLAPPING NONRIGID OBJECTS APPLIED TO AUTOMATIC CHROMOSOME CLASSIFICATION, IEEE transactions on pattern analysis and machine intelligence, 19(11), 1997, pp. 1212-1222
Citations number
21
Categorie Soggetti
Computer Sciences","Computer Science Artificial Intelligence","Engineering, Eletrical & Electronic
ISSN journal
01628828
Volume
19
Issue
11
Year of publication
1997
Pages
1212 - 1222
Database
ISI
SICI code
0162-8828(1997)19:11<1212:GSOPON>2.0.ZU;2-X
Abstract
A common task in cytogenetic tests is the classification of human chro mosomes. Successful separation between touching and overlapping chromo somes in a metaphase image is vital for correct classification. Curren t systems for automatic chromosome classification are mostly interacti ve and require human intervention for correct separation between touch ing and overlapping chromosomes. Since chromosomes are nonrigid object s, special separation methods are required to segregate them. Common m ethods for separation between touching chromosomes tend to fail where ambiguity or incomplete information are involved, and so are unable to segregate overlapping chromosomes. The proposed approach treats the s eparation problem as an identification problem, and, in this way, mana ges to segregate overlapping chromosomes. This approach encompasses lo w-level knowledge about the objects and uses only extracted informatio n, therefore, it is fast and does not depend on the existence of a sep arating path. The method described in this paper can be adopted for ot her applications, where separation between touching and overlapping no nrigid objects is required.