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Designing rough sets attributes reduction based video deinterlacing system

Authors
Jeon, GwanggilAnisetti, MarcoBellandi, ValerioJeong, Jechang
Issue Date
Apr-2007
Publisher
Springer Verlag
Citation
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v.4431 LNCS, no.PART 1, pp.684 - 693
Indexed
SCOPUS
Journal Title
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume
4431 LNCS
Number
PART 1
Start Page
684
End Page
693
URI
https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/180238
DOI
10.1007/978-3-540-71618-1_76
ISSN
0302-9743
Abstract
The use of rough set's theoretic concepts has permitted in this work to make the mathematical model on mode decision in deinterlacing system. In this paper, a rough set approach based decision making problem is proposed. In the literature, some conventional deinterlacing methods provide high performance with higher computational burden. On the other hand, some other methods give low performance with lower computational burden. Those all methods have been reported that interpolate missing pixels indiscriminately in the same way. Our algorithm chooses the most suitable method adaptively based on rough set theory using four parameters. This deinterlacing approach employs a size reduction of the database system, keeping only the essential information for the process, especially in the representation of and reasoning with vague and/or imprecise knowledge. Decision making and interpolation results are presented. The results of computer simulations show that the proposed method outperforms a number of methods presented in the literature.
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