Image Compression Method Using Improved PSO Vector Quantization

VQ coding is a powerful technique in digital image compression. Conversional methods such as classic LBG algorithm always generate local optimal codebook. In this paper, we introduce Particle Swarm Optimization (PSO) cluster method to build high quality codebook for image compression. We also set th...

Full description

Saved in:
Bibliographic Details
Published inAdvances in Natural Computation pp. 490 - 495
Main Authors Chen, Qian, Yang, Jiangang, Gou, Jin
Format Book Chapter Conference Proceeding
LanguageEnglish
Published Berlin, Heidelberg Springer Berlin Heidelberg 2005
Springer
SeriesLecture Notes in Computer Science
Subjects
Applied sciences
Artificial intelligence
Computer science; control theory; systems
Exact sciences and technology
Pattern recognition. Digital image processing. Computational geometry
Vector quantization
Optimal algorithm
Evolutionary algorithm
Data compression
Image compression
Decoding
Digital image
Neural network
Vector method
Image reconstruction
Convergence speed
Image quality
Codebook
Swarm intelligence
Online AccessGet full text

Cover

Abstract VQ coding is a powerful technique in digital image compression. Conversional methods such as classic LBG algorithm always generate local optimal codebook. In this paper, we introduce Particle Swarm Optimization (PSO) cluster method to build high quality codebook for image compression. We also set the result of LBG algorithm to initialize global best particle by which it can speed the convergence of PSO. Both image encoding and decoding process are simulated in our experiments. Results show that the algorithm is reliable and the reconstructed images get higher quality to images reconstructed by other methods.
AbstractList VQ coding is a powerful technique in digital image compression. Conversional methods such as classic LBG algorithm always generate local optimal codebook. In this paper, we introduce Particle Swarm Optimization (PSO) cluster method to build high quality codebook for image compression. We also set the result of LBG algorithm to initialize global best particle by which it can speed the convergence of PSO. Both image encoding and decoding process are simulated in our experiments. Results show that the algorithm is reliable and the reconstructed images get higher quality to images reconstructed by other methods.
Author Yang, Jiangang
Gou, Jin
Chen, Qian
Author_xml – sequence: 1
  givenname: Qian
  surname: Chen
  fullname: Chen, Qian
  email: march@zj165.com
  organization: Ningbo Institute of Technology, Zhejiang University, Ningbo, China
– sequence: 2
  givenname: Jiangang
  surname: Yang
  fullname: Yang, Jiangang
  email: yangjg@zju.edu.cn
  organization: Ningbo Institute of Technology, Zhejiang University, Ningbo, China
– sequence: 3
  givenname: Jin
  surname: Gou
  fullname: Gou, Jin
  email: goujin@zju.edu.cn
  organization: Ningbo Institute of Technology, Zhejiang University, Ningbo, China
BackLink http://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=17135737$$DView record in Pascal Francis
BookMark eNpNkDFPwzAUhA0UibZ04g94YWAIvOeXxPaEUFWgUlFBUNbIcZwSaOMoDkjw60lVBm456e7TDTdig9rXjrEzhEsEkFeICWkNIkvhgI0oiYFQpYSHbIgpYkQU6yM20VLtOqFIAA7YEAhEpGVMJ2wSwjv0IkxBpEN2Pd-ateNTv21aF0Lla_7gujdf8FWo6jWf97n_cgV_fF7yV2c73_KnT1N31Y_pevqUHZdmE9zkz8dsdTt7md5Hi-XdfHqziBqBuoss6kKjSAsFsdaanNMEaNIElRKEubUqF650pAupckSba4ukTByXeY6qoDE73-82JlizKVtT2ypkTVttTfudoURKJMmeu9hzoa_qtWuz3PuPkCFkuwezfw_SL_afXhA
ContentType Book Chapter
Conference Proceeding
Copyright Springer-Verlag Berlin Heidelberg 2005
2005 INIST-CNRS
Copyright_xml – notice: Springer-Verlag Berlin Heidelberg 2005
– notice: 2005 INIST-CNRS
DBID IQODW
DOI 10.1007/11539902_60
DatabaseName Pascal-Francis
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
Applied Sciences
EISBN 3540318631
9783540318637
EISSN 1611-3349
Editor Wang, Lipo
Ong, Yew Soon
Chen, Ke
Editor_xml – sequence: 1
  givenname: Lipo
  surname: Wang
  fullname: Wang, Lipo
  email: elpwang@ntu.edu.sg
– sequence: 2
  givenname: Ke
  surname: Chen
  fullname: Chen, Ke
  email: chenk@cs.zju.edu.cn
– sequence: 3
  givenname: Yew Soon
  surname: Ong
  fullname: Ong, Yew Soon
  email: asysong@ntu.edu.sg
EndPage 495
ExternalDocumentID 17135737
GroupedDBID -DT
-GH
-~X
1SB
29L
2HA
2HV
5QI
875
AASHB
ABMNI
ACGFS
ADCXD
AEFIE
ALMA_UNASSIGNED_HOLDINGS
EJD
F5P
FEDTE
HVGLF
LAS
LDH
P2P
RIG
RNI
RSU
SVGTG
VI1
~02
IQODW
ID FETCH-LOGICAL-p219t-c19d9126d8049993ee9301a65188231bcc8b2efe39d78b11cb9c138a44fbb18d3
ISBN 9783540283201
354028320X
3540283234
9783540283232
ISSN 0302-9743
IngestDate Mon Jul 21 09:10:25 EDT 2025
Tue Jul 29 20:02:11 EDT 2025
IsPeerReviewed true
IsScholarly true
Keywords Vector quantization
Optimal algorithm
Evolutionary algorithm
Data compression
Image compression
Decoding
Digital image
Neural network
Vector method
Image reconstruction
Convergence speed
Image quality
Codebook
Swarm intelligence
Language English
License CC BY 4.0
LinkModel OpenURL
MeetingName Advances in natural computation (Changsha, 27-29 August 2005)
MergedId FETCHMERGED-LOGICAL-p219t-c19d9126d8049993ee9301a65188231bcc8b2efe39d78b11cb9c138a44fbb18d3
PageCount 6
ParticipantIDs pascalfrancis_primary_17135737
springer_books_10_1007_11539902_60
PublicationCentury 2000
PublicationDate 2005
PublicationDateYYYYMMDD 2005-01-01
PublicationDate_xml – year: 2005
  text: 2005
PublicationDecade 2000
PublicationPlace Berlin, Heidelberg
PublicationPlace_xml – name: Berlin, Heidelberg
– name: Berlin
PublicationSeriesTitle Lecture Notes in Computer Science
PublicationSubtitle First International Conference, ICNC 2005, Changsha, China, August 27-29, 2005, Proceedings, Part III
PublicationTitle Advances in Natural Computation
PublicationYear 2005
Publisher Springer Berlin Heidelberg
Springer
Publisher_xml – name: Springer Berlin Heidelberg
– name: Springer
RelatedPersons Kleinberg, Jon M.
Mattern, Friedemann
Nierstrasz, Oscar
Tygar, Dough
Steffen, Bernhard
Kittler, Josef
Vardi, Moshe Y.
Weikum, Gerhard
Sudan, Madhu
Naor, Moni
Mitchell, John C.
Terzopoulos, Demetri
Pandu Rangan, C.
Kanade, Takeo
Hutchison, David
RelatedPersons_xml – sequence: 1
  givenname: David
  surname: Hutchison
  fullname: Hutchison, David
  organization: Lancaster University, UK
– sequence: 2
  givenname: Takeo
  surname: Kanade
  fullname: Kanade, Takeo
  organization: Carnegie Mellon University, Pittsburgh, USA
– sequence: 3
  givenname: Josef
  surname: Kittler
  fullname: Kittler, Josef
  organization: University of Surrey, Guildford, UK
– sequence: 4
  givenname: Jon M.
  surname: Kleinberg
  fullname: Kleinberg, Jon M.
  organization: Cornell University, Ithaca, USA
– sequence: 5
  givenname: Friedemann
  surname: Mattern
  fullname: Mattern, Friedemann
  organization: ETH Zurich, Switzerland
– sequence: 6
  givenname: John C.
  surname: Mitchell
  fullname: Mitchell, John C.
  organization: Stanford University, CA, USA
– sequence: 7
  givenname: Moni
  surname: Naor
  fullname: Naor, Moni
  organization: Weizmann Institute of Science, Rehovot, Israel
– sequence: 8
  givenname: Oscar
  surname: Nierstrasz
  fullname: Nierstrasz, Oscar
  organization: University of Bern, Switzerland
– sequence: 9
  givenname: C.
  surname: Pandu Rangan
  fullname: Pandu Rangan, C.
  organization: Indian Institute of Technology, Madras, India
– sequence: 10
  givenname: Bernhard
  surname: Steffen
  fullname: Steffen, Bernhard
  organization: University of Dortmund, Germany
– sequence: 11
  givenname: Madhu
  surname: Sudan
  fullname: Sudan, Madhu
  organization: Massachusetts Institute of Technology, MA, USA
– sequence: 12
  givenname: Demetri
  surname: Terzopoulos
  fullname: Terzopoulos, Demetri
  organization: New York University, NY, USA
– sequence: 13
  givenname: Dough
  surname: Tygar
  fullname: Tygar, Dough
  organization: University of California, Berkeley, USA
– sequence: 14
  givenname: Moshe Y.
  surname: Vardi
  fullname: Vardi, Moshe Y.
  organization: Rice University, Houston, USA
– sequence: 15
  givenname: Gerhard
  surname: Weikum
  fullname: Weikum, Gerhard
  organization: Max-Planck Institute of Computer Science, Saarbruecken, Germany
SSID ssj0000316026
ssj0002792
ssj0000316024
Score 1.9645014
Snippet VQ coding is a powerful technique in digital image compression. Conversional methods such as classic LBG algorithm always generate local optimal codebook. In...
SourceID pascalfrancis
springer
SourceType Index Database
Publisher
StartPage 490
SubjectTerms Applied sciences
Artificial intelligence
Computer science; control theory; systems
Exact sciences and technology
Pattern recognition. Digital image processing. Computational geometry
Title Image Compression Method Using Improved PSO Vector Quantization
URI http://link.springer.com/10.1007/11539902_60
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LT9tAEF6V9FL1UPpSoYBWVW-Rq9jr5wEhhKggommrAqIna1_uqQYRc-mv78zOOHEAVZSLZa0SezXf7ux4Ht8I8VE3qWq0LiLnJy5CCvTIVDaJdJUkqJOLxmI18pdZfnSWTi-yi2Vac6gu6cwn--feupLHoApjgCtWyf4HsouHwgDcA75wBYThesv4XXWzUnoxRe9DPutME30G9WhYCa4fcPnF98E6-MlO4imM_dJ8dgWS_Bsabocr6fg35vXgoylnFqM72HZ6zOkGwS0Bduu3H1_H5yEIgKmibccVnqS3kE95vnvCEYvZZUcT75tK9DpmxQmR3XJC9E7I8T84utjHhK2R-J9ctgUqGT5qSMt50sI5cisq4jJlzZpSV1E-pFPqzHlH_1PKB1i5YHdNkjqfrIm1osxG4un-4fTkfOF9A1WGvbcWZzbSKFK8iSbDVUBhsszTtJw8l3liBebgTZhVq-ewsRrqiHIntB4sltN18RyrWCSWl4B4X4onvn0lXvTilizu12IvoCsH6EpCVwZ0ZY-uBHQloSuH6L4RZ58PTw-OIm6qEV3B4dRFNq5cFSe5K8PHrvK-Ah2vcyTmA1vfWFuaxDdeVa4oTRxb2LqxKnWaNsbEpVNvxai9bP07IZvEFJXPlC21STPlSqO0Tyfe2diBnNyG2FmRSH1FBCp1jH0hC1VsiA-9iGrcR_O6J9EeyHXzIT96L54tl-WWGHXXN34brMXO7DD0fwFqWGRC
linkProvider Library Specific Holdings
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=bookitem&rft.title=Advances+in+Natural+Computation&rft.au=Chen%2C+Qian&rft.au=Yang%2C+Jiangang&rft.au=Gou%2C+Jin&rft.atitle=Image+Compression+Method+Using+Improved+PSO+Vector+Quantization&rft.series=Lecture+Notes+in+Computer+Science&rft.date=2005-01-01&rft.pub=Springer+Berlin+Heidelberg&rft.isbn=9783540283201&rft.issn=0302-9743&rft.eissn=1611-3349&rft.spage=490&rft.epage=495&rft_id=info:doi/10.1007%2F11539902_60
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0302-9743&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0302-9743&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0302-9743&client=summon