A novel computer desktop image compression technology based on clustering algorithm

This paper proposes the new perspective on image compression algorithm with the assistance of the machine learning algorithms. Inspired from the literature review, with the continuous development of multimedia and the Internet application, and more and more high to the requirement of the image compr...

Full description

Saved in:
Bibliographic Details
Published in:RISTI : Revista Ibérica de Sistemas e Tecnologias de Informação no. E6; p. 295
Main Author: Wang, Xing
Format: Journal Article
Language:English
Portuguese
Published: Lousada AISTI (Iberian Association for Information Systems and Technologies) 01.08.2016
Associação Ibérica de Sistemas e Tecnologias de Informacao
Subjects:
ISSN:1646-9895
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract This paper proposes the new perspective on image compression algorithm with the assistance of the machine learning algorithms. Inspired from the literature review, with the continuous development of multimedia and the Internet application, and more and more high to the requirement of the image compression technology, it was found that have some static image compression standard has been difficult to meet certain requirements. We therefore propose the new idea on the image compression based on the wavelet analysis and clustering model. To conduct the reasonable experiment, we solve as follows. For the color image quality measure problem, because the color perception is closely related to the human visual characteristics, on a different color and color changes in different directions, and the human eye perception of sensitivity is not the same, so that the color measurement is a complicated process. This makes the color image quality evaluation than gray image is much more difficult. In order to simple, objective for the purpose of, still color image restoration using PSNR as quality evaluation, but we will list three component of color image PSNR, respectively. The experiment proves the effectiveness of the method. Keywords: Image processing, pattern recognition, data compression, clustering algorithm, desktop image
AbstractList This paper proposes the new perspective on image compression algorithm with the assistance of the machine learning algorithms. Inspired from the literature review, with the continuous development of multimedia and the Internet application, and more and more high to the requirement of the image compression technology, it was found that have some static image compression standard has been difficult to meet certain requirements. We therefore propose the new idea on the image compression based on the wavelet analysis and clustering model. To conduct the reasonable experiment, we solve as follows. For the color image quality measure problem, because the color perception is closely related to the human visual characteristics, on a different color and color changes in different directions, and the human eye perception of sensitivity is not the same, so that the color measurement is a complicated process. This makes the color image quality evaluation than gray image is much more difficult. In order to simple, objective for the purpose of, still color image restoration using PSNR as quality evaluation, but we will list three component of color image PSNR, respectively. The experiment proves the effectiveness of the method.
This paper proposes the new perspective on image compression algorithm with the assistance of the machine learning algorithms. Inspired from the literature review, with the continuous development of multimedia and the Internet application, and more and more high to the requirement of the image compression technology, it was found that have some static image compression standard has been difficult to meet certain requirements. We therefore propose the new idea on the image compression based on the wavelet analysis and clustering model. To conduct the reasonable experiment, we solve as follows. For the color image quality measure problem, because the color perception is closely related to the human visual characteristics, on a different color and color changes in different directions, and the human eye perception of sensitivity is not the same, so that the color measurement is a complicated process. This makes the color image quality evaluation than gray image is much more difficult. In order to simple, objective for the purpose of, still color image restoration using PSNR as quality evaluation, but we will list three component of color image PSNR, respectively. The experiment proves the effectiveness of the method. Keywords: Image processing, pattern recognition, data compression, clustering algorithm, desktop image
Audience Academic
Author Wang, Xing
Author_xml – sequence: 1
  fullname: Wang, Xing
BookMark eNptkEtrwzAMgH3oYF3X_2DYOcOPxI2PoewFhR62nYNjK667xO5iZ7B_P-8B22ESQvDxSQJdoIUPHhZoSUUpClnL6hytYzySHBXhsmZL9NhgH95gwDqMpznBhA3ElxRO2I3KwheeIEYXPE6gDz4Mwb7jTkUwODM9zDFPOW-xGmyYXDqMl-isV0OE9U9foefbm6ftfbHb3z1sm11hqahSwQUTfMMrzRjJwChKSkqBE2WoyqWhk8xsVE-J0FXXa0J1x2sha264gpKv0NX33tMUXmeIqT2GefL5ZEtrXhImiWS_llUDtM73IU1Kjy7qtimFyBKtP63rf6ycBkan8xt7l_mfgQ-jTGmv
ContentType Journal Article
Copyright COPYRIGHT 2016 AISTI (Iberian Association for Information Systems and Technologies)
Copyright Associação Ibérica de Sistemas e Tecnologias de Informacao Aug 2016
Copyright_xml – notice: COPYRIGHT 2016 AISTI (Iberian Association for Information Systems and Technologies)
– notice: Copyright Associação Ibérica de Sistemas e Tecnologias de Informacao Aug 2016
DBID INF
3V.
7XB
8AL
8FE
8FG
8FK
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BFMQW
BGLVJ
CCPQU
CLZPN
DWQXO
GNUQQ
HCIFZ
JQ2
K7-
M0N
P5Z
P62
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
Q9U
DatabaseName Gale OneFile: Informe Academico
ProQuest Central (Corporate)
ProQuest Central (purchase pre-March 2016)
Computing Database (Alumni Edition)
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
Advanced Technologies & Computer Science Collection
ProQuest Central Essentials
ProQuest Central
Continental Europe Database
Technology collection
ProQuest One
Latin America & Iberia Database
ProQuest Central Korea
ProQuest Central Student
SciTech Premium Collection
ProQuest Computer Science Collection
Computer Science Database
Computing Database
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central Basic
DatabaseTitle Publicly Available Content Database
Computer Science Database
ProQuest Central Student
Technology Collection
ProQuest One Academic Middle East (New)
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Computer Science Collection
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central
ProQuest One Applied & Life Sciences
ProQuest Central Korea
ProQuest Central (New)
Advanced Technologies & Aerospace Collection
ProQuest Computing
ProQuest Central Basic
ProQuest Computing (Alumni Edition)
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
Continental Europe Database
ProQuest SciTech Collection
Advanced Technologies & Aerospace Database
Latin America & Iberian Database
ProQuest One Academic UKI Edition
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
DatabaseTitleList

Database_xml – sequence: 1
  dbid: PIMPY
  name: ProQuest Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
ExternalDocumentID 4233700451
A466290182
Genre General Information
GroupedDBID 5VS
8FE
8FG
ABUWG
ADBBV
AFFHD
AFKRA
ALMA_UNASSIGNED_HOLDINGS
APOWU
ARAPS
AZFZN
AZQEC
BAIFH
BBTPI
BCNDV
BENPR
BFMQW
BGLVJ
BPHCQ
CCPQU
CLZPN
DWQXO
GNUQQ
HCIFZ
IAO
INF
ITC
K6V
K7-
KQ8
OK1
P62
PHGZM
PHGZT
PIMPY
PQGLB
PQQKQ
PROAC
PV9
RNS
RTN
RZL
SCD
3V.
7XB
8AL
8FK
JQ2
M0N
PKEHL
PQEST
PQUKI
Q9U
ID FETCH-LOGICAL-g165t-36263735c220165da10411e30ad1aad1ceb92d7af106c5bfc01cb386983d3ae43
IEDL.DBID P5Z
ISSN 1646-9895
IngestDate Sun Nov 09 06:52:33 EST 2025
Tue Nov 11 10:08:15 EST 2025
Tue Nov 04 17:57:42 EST 2025
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue E6
Language English
Portuguese
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-g165t-36263735c220165da10411e30ad1aad1ceb92d7af106c5bfc01cb386983d3ae43
Notes SourceType-Scholarly Journals-1
ObjectType-General Information-1
content type line 14
OpenAccessLink https://www.proquest.com/docview/1834029092?pq-origsite=%requestingapplication%
PQID 1834029092
PQPubID 1006393
ParticipantIDs proquest_journals_1834029092
gale_infotracmisc_A466290182
gale_infotracacademiconefile_A466290182
PublicationCentury 2000
PublicationDate 20160801
PublicationDateYYYYMMDD 2016-08-01
PublicationDate_xml – month: 08
  year: 2016
  text: 20160801
  day: 01
PublicationDecade 2010
PublicationPlace Lousada
PublicationPlace_xml – name: Lousada
PublicationTitle RISTI : Revista Ibérica de Sistemas e Tecnologias de Informação
PublicationYear 2016
Publisher AISTI (Iberian Association for Information Systems and Technologies)
Associação Ibérica de Sistemas e Tecnologias de Informacao
Publisher_xml – name: AISTI (Iberian Association for Information Systems and Technologies)
– name: Associação Ibérica de Sistemas e Tecnologias de Informacao
SSID ssj0000503982
Score 1.9903854
Snippet This paper proposes the new perspective on image compression algorithm with the assistance of the machine learning algorithms. Inspired from the literature...
SourceID proquest
gale
SourceType Aggregation Database
StartPage 295
SubjectTerms Algorithms
Data compression
Data mining
Equipment and supplies
Image processing
Internet software
Machine learning
Title A novel computer desktop image compression technology based on clustering algorithm
URI https://www.proquest.com/docview/1834029092
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVPQU
  databaseName: Computer Science Database
  issn: 1646-9895
  databaseCode: K7-
  dateStart: 20110601
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: http://search.proquest.com/compscijour
  omitProxy: false
  ssIdentifier: ssj0000503982
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Continental Europe Database
  issn: 1646-9895
  databaseCode: BFMQW
  dateStart: 20110601
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: https://search.proquest.com/conteurope
  omitProxy: false
  ssIdentifier: ssj0000503982
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Latin America & Iberia Database
  issn: 1646-9895
  databaseCode: CLZPN
  dateStart: 20110601
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: https://search.proquest.com/latinamericaiberian
  omitProxy: false
  ssIdentifier: ssj0000503982
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest advanced technologies & aerospace journals
  issn: 1646-9895
  databaseCode: P5Z
  dateStart: 20110601
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: https://search.proquest.com/hightechjournals
  omitProxy: false
  ssIdentifier: ssj0000503982
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  issn: 1646-9895
  databaseCode: BENPR
  dateStart: 20110601
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: https://www.proquest.com/central
  omitProxy: false
  ssIdentifier: ssj0000503982
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Publicly Available Content Database
  issn: 1646-9895
  databaseCode: PIMPY
  dateStart: 20110601
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: http://search.proquest.com/publiccontent
  omitProxy: false
  ssIdentifier: ssj0000503982
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3NT8IwFH8R8KAHv40okh5MPDVuK9vak0ECkRjJ4keCXkjXFjTyJQz-fvvGEEmMFw-7vG5L172-9r2-9_sBXAjte2HoODT0KoxWsExGdjWjStvFOhYGt70p2UTYavF2W0RZwG2apVUubWJqqPVIYYz8yqqedXWEI7zr8SdF1ig8Xc0oNHJQQJQEpG6I_NfvGAtinYiULwpRtKjgyCLxu-VNl5PG7n87sgc72UaSVBd_fh82zPAAtn_ACx7CY5W0RnPTJ0vqBmK9zI9kNCbNgTUjqXiRBjskqxA7wYVNEyur9WcIo2DfRar9nu1D8jY4gudG_al2SzMSBdpzAz-hKdxMyHzleVi5pKX1v1zXMEdqV9pLmVh4OpRd6xsqP-4qx1Ux44HgTDNpKuwY8sPR0JwA4Z72Y9dwHUjf2lfNpU4LXTnj0heBLsIljm0Hp0YykUpmGf72aQSZ6lQrQYDHttwrQmntTqvSar15OfSdbEpNO6txP_27-Qy28FMXWXolyCeTmTmHTTVP3qeTMhRu6q3ooQy5u5CWU32xsqh5H718AepbybA
linkProvider ProQuest
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1LTxsxEB4FqAQcCi1F0NLiA1VPFrv2PuxDVUXQiCghQiqVctt6bSetmmQhWUD9U_2NndlkeUiIG4ce9mJ7LY1mPOPxPD6AA-1ikaZBwFMRSR5RmYwZOMmtQ2Oda0_X3gpsIu31VL-vzxrwt66FobTKWidWitoVlt7ID1H00NXRgRZfLi45oUZRdLWG0JiLRcf_uUGXbfa5fYz8_ShE6-v50QlfoArwYZjEJa_6r6QytkJQKY8z6JCEoZeBcaHBz_pcC5eaATpLNs4HNghtLlWilXTS-EjivkuwEkmV0rnqpPz2TYd6q-gKn4q6dnGtCLXicU1fma_Wxv9G-Ca8XFyUWXMu2a-g4SevYf1e-8Qt-NZkveLaj1gNTcHQi_5dFhesPUY1WQ3P03wn7C6EwMhwO4ZjR6MrahOBe7HmaIg0lz_Hb-D7s1C1DcuTYuJ3gCnh4jz0yiUmRvvhlHFVIa-SysQ6cbvwiXiZ0dEvp8aaRQUD_k1NtLJmlCQUllZiF_YerMQjax9O16zOFipjlt3x-e3T0_uwenJ-2s267V7nHawR2fOMxD1YLqdX_j28sNflr9n0QyWdDH48t1T8AwR8IWU
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9NAEB6VFKH2QMujoi_YA4iTFXs3tncPVeUmREQtURAgcjPr3U1A5NEmbqv-NX5dZxybEAlxy4GDL7v2SrMzntnZeXwAr5UNeRz7vhfzhvAaVCajB1Z4xqKxzpSjY28BNhF3u7LfV70N-FXVwlBaZaUTC0Vtp4buyOsoeujqKF_x-qBMi-i12qeXVx4hSFGktYLTWIjIubu7RfdtftJpIa_fcN5-97n53isRBrxhEIW5V_RiiUVoOKeyHqvROQkCJ3xtA42PcZniNtYDdJxMmA2MH5hMyEhJYYV2DYHrPoBNGUXSr8HmWfvDx6-_b3io04oq0Kqoh5enJGFY_F3vF8asvfM_b8MuPC6P0CxZyPwT2HCTp7D9R2PFZ_ApYd3pjRuxCrSCoX_9M59ess4YFWgxvEgAnrBlcIGRSbcMx5qja2oggWuxZDREmvPv4-fwZS1U7UFtMp24F8Akt2EWOGkjHaJlsVLbosRXCqlDFdl9eEt8TUkp5DNtdFnbgF9Te600aUQRBawl34ejlTfxZzar0xXb01KZzNMlzw_-Pf0KHqEwpBed7vkhbBHVi1TFI6jls2t3DA_NTf5jPntZiiqDb-sWi3uSTyvG
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%3Ajournal&rft.genre=article&rft.atitle=A+novel+computer+desktop+image+compression+technology+based+on+clustering+algorithm&rft.jtitle=RISTI+%3A+Revista+Ib%C3%A9rica+de+Sistemas+e+Tecnologias+de+Informa%C3%A7%C3%A3o&rft.au=Wang%2C+Xing&rft.date=2016-08-01&rft.pub=AISTI+%28Iberian+Association+for+Information+Systems+and+Technologies%29&rft.issn=1646-9895&rft.spage=295&rft.externalDBID=INF&rft.externalDocID=A466290182
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1646-9895&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1646-9895&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1646-9895&client=summon