Staff View: Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction

Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction

High dimensionality and multi-feature combinations can have negative effect on visual concept classification. In our research, we formulated a new compacted form which is Compacted Dither Pattern Code (CDPC) as a chromatic syntactic feature for visual feature extraction. The effectiveness of CDPC wi...

Full description

Saved in:

Bibliographic Details
Main Authors:	Ranathunga, L., Zainuddin, Roziati, Abdullah, Nor Aniza
Format:	Article
Published:	Springer 2011
Subjects:	QA75 Electronic computers. Computer science
Online Access:	http://eprints.um.edu.my/2048/ http://apps.webofknowledge.com/full_record.do?product=WOS&search_mode=Refine&qid=12&SID=3Dmkjhipp1p8dioMiNk&page=1&doc=4
Tags:	Add Tag No Tags, Be the first to tag this record!

id	my.um.eprints.2048
record_format	eprints
spelling	my.um.eprints.20482019-09-24T08:07:47Z http://eprints.um.edu.my/2048/ Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction Ranathunga, L. Zainuddin, Roziati Abdullah, Nor Aniza QA75 Electronic computers. Computer science High dimensionality and multi-feature combinations can have negative effect on visual concept classification. In our research, we formulated a new compacted form which is Compacted Dither Pattern Code (CDPC) as a chromatic syntactic feature for visual feature extraction. The effectiveness of CDPC with Bhattacharyya classifier for irregular shapes based visual concepts depiction is reported in this paper. The proposed technique can reduce feature space and computational complexity while maintaining visual data mining and retrieval accuracy in high standard. Our system was empowered with Bhattacharyya classifier which has improved efficiency by considering one numeric value which is the Bhattacharyya coefficient. Experiments were conducted on various combinations and compared with different visual descriptors and classifiers. The first experiment illustrates the comparison of the CDPC based results with well known feature space reduction classes. The second and third experiments demonstrate the effectiveness of our approach with multiple perspectives of performance measures including various concepts. Springer 2011-08 Article PeerReviewed Ranathunga, L. and Zainuddin, Roziati and Abdullah, Nor Aniza (2011) Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction. Multimedia Tools and Applications, 54 (2). 263-289. ISSN 1380-7501 http://apps.webofknowledge.com/full_record.do?product=WOS&search_mode=Refine&qid=12&SID=3Dmkjhipp1p8dioMiNk&page=1&doc=4
institution	Universiti Malaya
building	UM Library
collection	Institutional Repository
continent	Asia
country	Malaysia
content_provider	Universiti Malaya
content_source	UM Research Repository
url_provider	http://eprints.um.edu.my/
topic	QA75 Electronic computers. Computer science
spellingShingle	QA75 Electronic computers. Computer science Ranathunga, L. Zainuddin, Roziati Abdullah, Nor Aniza Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction
description	High dimensionality and multi-feature combinations can have negative effect on visual concept classification. In our research, we formulated a new compacted form which is Compacted Dither Pattern Code (CDPC) as a chromatic syntactic feature for visual feature extraction. The effectiveness of CDPC with Bhattacharyya classifier for irregular shapes based visual concepts depiction is reported in this paper. The proposed technique can reduce feature space and computational complexity while maintaining visual data mining and retrieval accuracy in high standard. Our system was empowered with Bhattacharyya classifier which has improved efficiency by considering one numeric value which is the Bhattacharyya coefficient. Experiments were conducted on various combinations and compared with different visual descriptors and classifiers. The first experiment illustrates the comparison of the CDPC based results with well known feature space reduction classes. The second and third experiments demonstrate the effectiveness of our approach with multiple perspectives of performance measures including various concepts.
format	Article
author	Ranathunga, L. Zainuddin, Roziati Abdullah, Nor Aniza
author_facet	Ranathunga, L. Zainuddin, Roziati Abdullah, Nor Aniza
author_sort	Ranathunga, L.
title	Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction
title_short	Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction
title_full	Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction
title_fullStr	Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction
title_full_unstemmed	Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction
title_sort	performance evaluation of the combination of compacted dither pattern codes with bhattacharyya classifier in video visual concept depiction
publisher	Springer
publishDate	2011
url	http://eprints.um.edu.my/2048/ http://apps.webofknowledge.com/full_record.do?product=WOS&search_mode=Refine&qid=12&SID=3Dmkjhipp1p8dioMiNk&page=1&doc=4
_version_	1646210098352095232
score	13.211869

Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction

Similar Items