Multi-Scale Locality-Constrained Spatiotemporal Coding for Local Feature Based Human Action Recognition

We propose a Multiscale Locality-Constrained Spatiotemporal Coding (MLSC) method to improve the traditional bag of features (BoF) algorithm which ignores the spatiotemporal relationship of local features for human action recognition in video. To model this spatiotemporal relationship, MLSC involves...

Full description

Saved in:
Bibliographic Details
Published inTheScientificWorld Vol. 2013; no. 2013; pp. 1 - 11
Main Authors Zhang, Maojun, Xu, Wei, Wang, Wei, Liu, Yu, Wang, Bin
Format Journal Article
LanguageEnglish
Published Cairo, Egypt Hindawi Publishing Corporation 01.01.2013
John Wiley & Sons, Inc
Wiley
Subjects
Online AccessGet full text
ISSN2356-6140
1537-744X
1537-744X
DOI10.1155/2013/405645

Cover

Abstract We propose a Multiscale Locality-Constrained Spatiotemporal Coding (MLSC) method to improve the traditional bag of features (BoF) algorithm which ignores the spatiotemporal relationship of local features for human action recognition in video. To model this spatiotemporal relationship, MLSC involves the spatiotemporal position of local feature into feature coding processing. It projects local features into a sub space-time-volume (sub-STV) and encodes them with a locality-constrained linear coding. A group of sub-STV features obtained from one video with MLSC and max-pooling are used to classify this video. In classification stage, the Locality-Constrained Group Sparse Representation (LGSR) is adopted to utilize the intrinsic group information of these sub-STV features. The experimental results on KTH, Weizmann, and UCF sports datasets show that our method achieves better performance than the competing local spatiotemporal feature-based human action recognition methods.
AbstractList We propose a Multiscale Locality-Constrained Spatiotemporal Coding (MLSC) method to improve the traditional bag of features (BoF) algorithm which ignores the spatiotemporal relationship of local features for human action recognition in video. To model this spatiotemporal relationship, MLSC involves the spatiotemporal position of local feature into feature coding processing. It projects local features into a sub space-time- volume (sub-STV) and encodes them with a locality-constrained linear coding. A group of sub-STV features obtained from one video with MLSC and max-pooling are used to classify this video. In classification stage, the Locality-Constrained Group Sparse Representation (LGSR) is adopted to utilize the intrinsic group information of these sub-STV features. The experimental results on KTH, Weizmann, and UCF sports datasets show that our method achieves better performance than the competing local spatiotemporal feature-based human action recognition methods.
We propose a Multiscale Locality-Constrained Spatiotemporal Coding (MLSC) method to improve the traditional bag of features (BoF) algorithm which ignores the spatiotemporal relationship of local features for human action recognition in video. To model this spatiotemporal relationship, MLSC involves the spatiotemporal position of local feature into feature coding processing. It projects local features into a sub space-time-volume (sub-STV) and encodes them with a locality-constrained linear coding. A group of sub-STV features obtained from one video with MLSC and max-pooling are used to classify this video. In classification stage, the Locality-Constrained Group Sparse Representation (LGSR) is adopted to utilize the intrinsic group information of these sub-STV features. The experimental results on KTH, Weizmann, and UCF sports datasets show that our method achieves better performance than the competing local spatiotemporal feature-based human action recognition methods.We propose a Multiscale Locality-Constrained Spatiotemporal Coding (MLSC) method to improve the traditional bag of features (BoF) algorithm which ignores the spatiotemporal relationship of local features for human action recognition in video. To model this spatiotemporal relationship, MLSC involves the spatiotemporal position of local feature into feature coding processing. It projects local features into a sub space-time-volume (sub-STV) and encodes them with a locality-constrained linear coding. A group of sub-STV features obtained from one video with MLSC and max-pooling are used to classify this video. In classification stage, the Locality-Constrained Group Sparse Representation (LGSR) is adopted to utilize the intrinsic group information of these sub-STV features. The experimental results on KTH, Weizmann, and UCF sports datasets show that our method achieves better performance than the competing local spatiotemporal feature-based human action recognition methods.
Audience Academic
Author Liu, Yu
Wang, Wei
Zhang, Maojun
Xu, Wei
Wang, Bin
AuthorAffiliation College of Information System and Manage, National University of Defense Technology, 109 Deya Road, Changsha, Hunan 410073, China
AuthorAffiliation_xml – name: College of Information System and Manage, National University of Defense Technology, 109 Deya Road, Changsha, Hunan 410073, China
Author_xml – sequence: 1
  fullname: Zhang, Maojun
– sequence: 2
  fullname: Xu, Wei
– sequence: 3
  fullname: Wang, Wei
– sequence: 4
  fullname: Liu, Yu
– sequence: 5
  fullname: Wang, Bin
BackLink https://www.ncbi.nlm.nih.gov/pubmed/24194681$$D View this record in MEDLINE/PubMed
BookMark eNqFkk1v1DAQhiNURD_gxB1F4oKAtP6Oc0FaVpRWWoREQeJmee1J6lViL05Ctf8ehyxVWwlVOUw0fub1zOs5zg588JBlLzE6xZjzM4IwPWOIC8afZEeY07IoGft5kB0RykUhMEOH2XHfbxCissT8WXZIGK6YkPgoa76M7eCKK6NbyFchBTfsimXw_RC182Dzq60eXBig24ao23wZrPNNXoc44_k56GGMkH_UfaIvxk77fGFSic-_gQmNd9P_8-xprdseXuzjSfbj_NP35UWx-vr5crlYFYaXZCgEXUMtbEUJslgSrnHJsS3xuhRVJYU0GnBJZZqYWokICMashGpdImINTemT7HLWtUFv1Da6TsedCtqpv4kQG6Xj4EwLSmhZQsW1lJKyFLXEpgZb82qtkeAyab2ftUa_1bsb3ba3ghipyXs1ea9m7xP-Yca347oDa8AnC9t7Pdw_8e5aNeG3SvMIwkgSeLMXiOHXCP2gOtcbaFvtIYy9woxVREhCpzFfP0A3YYw-OatIsowQThFN1OlMNel1lfN1SPea9FnonElbVLuUX1ApKEMMTwWv7o5w2_u_fUnAuxkwMfR9hPoRR_AD2rhh2qZpftf-p-btXHPtvNU37pEL9v1CQqDWd2BK0rPSP9N29EU
CitedBy_id crossref_primary_10_1155_2014_238234
crossref_primary_10_1155_2018_9032945
crossref_primary_10_1155_2014_723213
Cites_doi 10.1145/1631272.1631297
10.5244/C.22.99
10.1016/j.patrec.2013.01.021
10.1109/CVPR.2011.5995624
10.1016/j.cviu.2012.01.002
10.1016/j.cviu.2011.09.010
10.1109/TPAMI.2009.132
10.1016/j.eswa.2013.06.024
10.1016/j.patrec.2011.05.015
10.1007/978-3-642-19309-5_51
10.1109/TPAMI.2011.253
10.1007/978-3-540-88688-4_48
10.1016/j.imavis.2011.12.006
10.1038/381607a0
10.1109/LSP.2012.2191615
10.1109/CVPR.2010.5540018
10.1109/VSPETS.2005.1570899
10.1167/12.9.834
10.1016/j.jvcir.2012.12.001
10.1016/j.image.2011.05.002
10.1109/CVPR.2008.4587756
10.1109/TPAMI.2008.79
10.1109/TIP.2011.2160956
10.1145/1291233.1291311
10.1145/1922649.1922653
10.5244/C.25.64
10.1126/science.290.5500.2323
10.1016/j.neucom.2012.06.011
10.1016/j.patcog.2011.08.014
10.1016/j.compeleceng.2012.05.005
10.1016/j.patcog.2012.11.014
10.1109/CVPR.2006.68
10.1109/TCE.2008.4560153
10.1007/978-3-642-27497-8
10.1155/2013/793013
10.1016/j.cviu.2010.10.002
10.1049/iet-ipr.2009.0278
10.1109/ICASSP.2008.4518059
ContentType Journal Article
Copyright Copyright © 2013 Bin Wang et al.
COPYRIGHT 2013 John Wiley & Sons, Inc.
Copyright © 2013 Bin Wang et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
Copyright © 2013 Bin Wang et al. 2013
Copyright_xml – notice: Copyright © 2013 Bin Wang et al.
– notice: COPYRIGHT 2013 John Wiley & Sons, Inc.
– notice: Copyright © 2013 Bin Wang et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
– notice: Copyright © 2013 Bin Wang et al. 2013
DBID ADJCN
AHFXO
RHU
RHW
RHX
AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
3V.
7QP
7TK
7TM
7X2
7X7
7XB
88E
8FD
8FE
8FG
8FH
8FI
8FJ
8FK
ABUWG
AEUYN
AFKRA
ARAPS
ATCPS
AZQEC
BENPR
BGLVJ
BHPHI
CCPQU
CWDGH
DWQXO
FR3
FYUFA
GHDGH
HCIFZ
K9.
M0K
M0S
M1P
P5Z
P62
P64
PHGZM
PHGZT
PIMPY
PJZUB
PKEHL
PPXIY
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
RC3
7X8
5PM
ADTOC
UNPAY
DOA
DOI 10.1155/2013/405645
DatabaseName الدوريات العلمية والإحصائية - e-Marefa Academic and Statistical Periodicals
معرفة - المحتوى العربي الأكاديمي المتكامل - e-Marefa Academic Complete
Hindawi Publishing Complete
Hindawi Publishing Subscription Journals
Hindawi Publishing Open Access
CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
ProQuest Central (Corporate)
Calcium & Calcified Tissue Abstracts
Neurosciences Abstracts
Nucleic Acids Abstracts
Agricultural Science Collection
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Natural Science Journals
ProQuest Hospital Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest One Sustainability
ProQuest Central
Advanced Technologies & Computer Science Collection
Agricultural & Environmental Science Collection
ProQuest Central Essentials
ProQuest Central
Technology Collection (via ProQuest SciTech Premium Collection)
Natural Science Collection
ProQuest One Community College
Middle East & Africa Database
ProQuest Central
Engineering Research Database
Health Research Premium Collection
Health Research Premium Collection (Alumni)
SciTech Premium Collection
ProQuest Health & Medical Complete (Alumni)
Agricultural Science Database
Health & Medical Collection (Alumni Edition)
Medical Database
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
Biotechnology and BioEngineering Abstracts
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database
ProQuest Health & Medical Research Collection
ProQuest One Academic Middle East (New)
ProQuest One Health & Nursing
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Genetics Abstracts
MEDLINE - Academic
PubMed Central (Full Participant titles)
Unpaywall for CDI: Periodical Content
Unpaywall
Directory of Open Access Journals
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
Agricultural Science Database
Publicly Available Content Database
Technology Collection
Technology Research Database
ProQuest One Academic Middle East (New)
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
Nucleic Acids Abstracts
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest One Health & Nursing
ProQuest Natural Science Collection
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
ProQuest One Sustainability
ProQuest Health & Medical Research Collection
Genetics Abstracts
Health Research Premium Collection
Middle East & Africa Database
Health and Medicine Complete (Alumni Edition)
Natural Science Collection
ProQuest Central Korea
Health & Medical Research Collection
Agricultural & Environmental Science Collection
ProQuest Central (New)
ProQuest Medical Library (Alumni)
Advanced Technologies & Aerospace Collection
ProQuest One Academic Eastern Edition
Agricultural Science Collection
ProQuest Hospital Collection
ProQuest Technology Collection
Health Research Premium Collection (Alumni)
ProQuest SciTech Collection
Neurosciences Abstracts
ProQuest Hospital Collection (Alumni)
Biotechnology and BioEngineering Abstracts
Advanced Technologies & Aerospace Database
ProQuest Health & Medical Complete
ProQuest Medical Library
ProQuest One Academic UKI Edition
Engineering Research Database
ProQuest One Academic
Calcium & Calcified Tissue Abstracts
ProQuest One Academic (New)
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList
CrossRef
Agricultural Science Database


MEDLINE

MEDLINE - Academic

Database_xml – sequence: 1
  dbid: RHX
  name: Hindawi Publishing Open Access
  url: http://www.hindawi.com/journals/
  sourceTypes: Publisher
– sequence: 2
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 3
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 4
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
– sequence: 5
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
– sequence: 6
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
EISSN 1537-744X
Editor Haber, R.
Zhu, Y.
Melin, P.
Editor_xml – sequence: 1
  givenname: R.
  surname: Haber
  fullname: Haber, R.
– sequence: 2
  givenname: P.
  surname: Melin
  fullname: Melin, P.
– sequence: 3
  givenname: Y.
  surname: Zhu
  fullname: Zhu, Y.
EndPage 11
ExternalDocumentID oai_doaj_org_article_6a87e95a8883495aa81cfedf59ba0658
10.1155/2013/405645
PMC3806242
A386340413
24194681
10_1155_2013_405645
1032883
Genre Research Support, Non-U.S. Gov't
Journal Article
Comparative Study
GrantInformation_xml – fundername: http://dx.doi.org/10.13039/501100001809 National Natural Science Foundation of China
  grantid: 61175006
– fundername: http://dx.doi.org/10.13039/501100001809 National Natural Science Foundation of China
  grantid: 61175015
GroupedDBID 0R~
123
24P
4.4
53G
5VS
7X2
7X7
88E
8FE
8FG
8FH
8FI
8FJ
AAFWJ
AAHBH
AAMMB
AAWTL
ABUWG
ACCMX
ADBBV
ADDVE
ADJCN
ADMLS
ADRAZ
AEFGJ
AEGXH
AEUYN
AFKRA
AFKWF
AFPKN
AGXDD
AHFXO
AIDQK
AIDYY
ALMA_UNASSIGNED_HOLDINGS
AOIJS
APEBS
ARAPS
ATCPS
BAWUL
BCNDV
BENPR
BGLVJ
BHPHI
BPHCQ
BVXVI
CCPQU
CS3
CWDGH
DA7
DIK
E3Z
EBD
EBS
EJD
EMOBN
FAC
FYUFA
GROUPED_DOAJ
GX1
H13
HCIFZ
HMCUK
HYE
IAO
IEP
IGS
INH
INR
IPNFZ
ITC
KQ8
M0K
M1P
M48
OK1
P62
PGMZT
PHGZM
PHGZT
PIMPY
PJZUB
PPXIY
PQGLB
PQQKQ
PROAC
PSQYO
PUEGO
RIG
RPM
SV3
TUS
UKHRP
3V.
AAJEY
ACHIH
M~E
RHU
RHW
RHX
AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
7QP
7TK
7TM
7XB
8FD
8FK
AZQEC
DWQXO
FR3
K9.
P64
PKEHL
PQEST
PQUKI
PRINS
RC3
7X8
5PM
ADTOC
UNPAY
ID FETCH-LOGICAL-c572t-63bef6d9320d1825a1751d71b7699868cae17380133d802e644d8e9b702dc3013
IEDL.DBID M48
ISSN 2356-6140
1537-744X
IngestDate Tue Oct 14 19:09:02 EDT 2025
Sun Oct 26 04:02:39 EDT 2025
Tue Sep 30 16:52:56 EDT 2025
Thu Oct 02 08:57:03 EDT 2025
Tue Oct 07 06:30:45 EDT 2025
Mon Oct 20 17:01:34 EDT 2025
Thu Apr 03 06:59:32 EDT 2025
Thu Apr 24 22:53:41 EDT 2025
Wed Oct 01 02:33:43 EDT 2025
Sun Jun 02 18:48:22 EDT 2024
Thu Sep 25 15:07:01 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 2013
Language English
License This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
cc-by
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c572t-63bef6d9320d1825a1751d71b7699868cae17380133d802e644d8e9b702dc3013
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ObjectType-Article-2
ObjectType-Feature-1
content type line 23
Academic Editors: R. Haber, P. Melin, and Y. Zhu
ORCID 0000-0002-4198-8823
OpenAccessLink https://dx.doi.org/10.1155/2013/405645
PMID 24194681
PQID 2175225303
PQPubID 1136335
PageCount 11
ParticipantIDs doaj_primary_oai_doaj_org_article_6a87e95a8883495aa81cfedf59ba0658
unpaywall_primary_10_1155_2013_405645
pubmedcentral_primary_oai_pubmedcentral_nih_gov_3806242
proquest_miscellaneous_1449268231
proquest_journals_2175225303
gale_infotracacademiconefile_A386340413
pubmed_primary_24194681
crossref_primary_10_1155_2013_405645
crossref_citationtrail_10_1155_2013_405645
hindawi_primary_10_1155_2013_405645
emarefa_primary_1032883
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2013-01-01
PublicationDateYYYYMMDD 2013-01-01
PublicationDate_xml – month: 01
  year: 2013
  text: 2013-01-01
  day: 01
PublicationDecade 2010
PublicationPlace Cairo, Egypt
PublicationPlace_xml – name: Cairo, Egypt
– name: United States
– name: Cairo
PublicationTitle TheScientificWorld
PublicationTitleAlternate ScientificWorldJournal
PublicationYear 2013
Publisher Hindawi Publishing Corporation
John Wiley & Sons, Inc
Wiley
Publisher_xml – name: Hindawi Publishing Corporation
– name: John Wiley & Sons, Inc
– name: Wiley
References (22) 2012; 12
(32) 2013; 46
(33) 2009; 31
2013, http://spams-devel.gforge.inria.fr
(13) 2013; 40
Tran K. N. Kakadiaris I. A. Shah S. K. Modeling motion of body parts for action recognition Proceedings of the British Machine Vision Conference (BMVC '11) 2011 1 12
Willems G. Tuytelaars T. Van Gool L. An efficient dense and scale-invariant spatio-temporal interest point detector Proceedings of the Europen Conference on Computer Vision (ECCV '08) 2008 650 663
Klaser A. Marszalek M. Schmid C. A spatio-temporal descriptor based on 3D-gradients 2008 Proceedings of the British Machine Vision Conference (BMVC '08)
(23) 2012; 116
(35) 2012; 19
(5) 2011; 115
(36) 2012; 45
Liu M. Yan S. Fu Y. Huang T. S. Flexible X-Y patches for face recognition Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP '08) April 2008 2113 2116 2-s2.0-51449120709 10.1109/ICASSP.2008.4518059
(30) 2000; 290
(38) 2012; 21
Laptev I. Marszałek M. Schmid C. Rozenfeld B. Learning realistic human actions from movies Proceedings of the 26th IEEE Conference on Computer Vision and Pattern Recognition (CVPR '08) June 2008 1 8 2-s2.0-51949083365 10.1109/CVPR.2008.4587756
Lazebnik S. Schmid C. Ponce J. Beyond bags of features: spatial pyramid matching for recognizing natural scene categories Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR '06) June 2006 2169 2178 2-s2.0-33845572523 10.1109/CVPR.2006.68
(1) 2013; 2013
Wang J. Locally linear embedding Geometric Structure of High-Dimensional Data and Dimensionality Reduction 2011 Berlin, Germany Springer 203 220
(12) 2012; 27
Yu K. Zhang T. Gong Y. Nonlinear learning using local coordinate coding Proceedings of the 23rd Annual Conference on Neural Information Processing Systems (NIPS '09) December 2009 2223 2231 2-s2.0-84858737688
Scovanner P. Ali S. Shah M. A 3-dimensional sift descriptor and its application to action recognition Proceedings of the 15th ACM International Conference on Multimedia (MM '07) September 2007 357 360 2-s2.0-37849037402 10.1145/1291233.1291311
Wu X. Xu D. Duan L. Luo J. Action recognition using context and appearance distribution features Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR '11) June 2011 489 496 2-s2.0-80052908096 10.1109/CVPR.2011.5995624
Zhu G. Yang M. Yu K. Xu W. Gong Y. Detecting video events based on action recognition in complex scenes using spatio-temporal descriptor Proceedings of the 17th ACM International Conference on Multimedia (MM '09) October 2009 ACM 165 174 2-s2.0-72449171990 10.1145/1631272.1631297
(21) 2012; 116
Zhu Y. Zhao X. Fu Y. Sparse coding on local spatial-temporal volumes for human action recognition Proceedings of the Computer Vision (ACCV '10) 2010 Berlin, Germany Springer 660 671
(7) 2010; 4
(6) 2011; 43
Dollár P. Rabaud V. Cottrell G. Belongie S. Behavior recognition via sparse spatio-temporal features Proceedings of the 2nd Joint IEEE International Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance (VS-PETS '05) October 2005 65 72 2-s2.0-33846622081 10.1109/VSPETS.2005.1570899
(8) 2013; 34
(10) 2012; 38
(3) 2008; 54
Wang J. Yang J. Yu K. Lv F. Huang T. Gong Y. Locality-constrained linear coding for image classification Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR '10) June 2010 3360 3367 2-s2.0-77955996870 10.1109/CVPR.2010.5540018
(25) 2012; 34
(27) 1996; 381
(11) 2013; 24
(14) 2012; 33
(15) 2013; 99
(26) 2010; 32
(2) 2012; 30
e_1_2_7_5_2
e_1_2_7_4_2
e_1_2_7_3_2
e_1_2_7_2_2
e_1_2_7_9_2
e_1_2_7_8_2
e_1_2_7_7_2
e_1_2_7_6_2
e_1_2_7_19_2
e_1_2_7_18_2
e_1_2_7_17_2
e_1_2_7_16_2
e_1_2_7_15_2
e_1_2_7_1_2
e_1_2_7_14_2
e_1_2_7_40_2
e_1_2_7_13_2
e_1_2_7_12_2
e_1_2_7_11_2
e_1_2_7_10_2
e_1_2_7_26_2
e_1_2_7_27_2
e_1_2_7_28_2
e_1_2_7_29_2
e_1_2_7_25_2
e_1_2_7_24_2
e_1_2_7_30_2
e_1_2_7_23_2
e_1_2_7_31_2
e_1_2_7_22_2
e_1_2_7_32_2
e_1_2_7_21_2
e_1_2_7_33_2
e_1_2_7_20_2
e_1_2_7_34_2
e_1_2_7_35_2
e_1_2_7_36_2
e_1_2_7_37_2
e_1_2_7_38_2
e_1_2_7_39_2
19110489 - IEEE Trans Pattern Anal Mach Intell. 2009 Feb;31(2):210-27
8637596 - Nature. 1996 Jun 13;381(6583):607-9
20489229 - IEEE Trans Pattern Anal Mach Intell. 2010 Jul;32(7):1271-83
11125150 - Science. 2000 Dec 22;290(5500):2323-6
21724511 - IEEE Trans Image Process. 2012 Jan;21(1):316-26
23843739 - ScientificWorldJournal. 2013;2013:793013
22745001 - IEEE Trans Pattern Anal Mach Intell. 2012 Aug;34(8):1576-88
References_xml – reference: 2013, http://spams-devel.gforge.inria.fr/
– reference: Zhu G. Yang M. Yu K. Xu W. Gong Y. Detecting video events based on action recognition in complex scenes using spatio-temporal descriptor Proceedings of the 17th ACM International Conference on Multimedia (MM '09) October 2009 ACM 165 174 2-s2.0-72449171990 10.1145/1631272.1631297
– volume: 19
  start-page: 439
  issue: 7
  year: 2012
  end-page: 442
  ident: 35
  article-title: Action recognition using context-constrained linear coding
– reference: Wang J. Locally linear embedding Geometric Structure of High-Dimensional Data and Dimensionality Reduction 2011 Berlin, Germany Springer 203 220
– volume: 54
  start-page: 719
  issue: 2
  year: 2008
  end-page: 726
  ident: 3
  article-title: A sequence-action recognition applying state machine for user interface
– reference: Wu X. Xu D. Duan L. Luo J. Action recognition using context and appearance distribution features Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR '11) June 2011 489 496 2-s2.0-80052908096 10.1109/CVPR.2011.5995624
– reference: Lazebnik S. Schmid C. Ponce J. Beyond bags of features: spatial pyramid matching for recognizing natural scene categories Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR '06) June 2006 2169 2178 2-s2.0-33845572523 10.1109/CVPR.2006.68
– volume: 30
  start-page: 1
  issue: 1
  year: 2012
  end-page: 14
  ident: 2
  article-title: Structured learning of local features for human action classification and localization
– volume: 116
  start-page: 396
  issue: 3
  year: 2012
  end-page: 410
  ident: 23
  article-title: Selective spatio-temporal interest points
– reference: Liu M. Yan S. Fu Y. Huang T. S. Flexible X-Y patches for face recognition Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP '08) April 2008 2113 2116 2-s2.0-51449120709 10.1109/ICASSP.2008.4518059
– volume: 31
  start-page: 210
  issue: 2
  year: 2009
  end-page: 227
  ident: 33
  article-title: Robust face recognition via sparse representation
– volume: 115
  start-page: 224
  issue: 2
  year: 2011
  end-page: 241
  ident: 5
  article-title: A survey of vision-based methods for action representation, segmentation and recognition
– reference: Zhu Y. Zhao X. Fu Y. Sparse coding on local spatial-temporal volumes for human action recognition Proceedings of the Computer Vision (ACCV '10) 2010 Berlin, Germany Springer 660 671
– volume: 116
  start-page: 593
  issue: 5
  year: 2012
  end-page: 605
  ident: 21
  article-title: Action recognition via bio-inspired features: the richness of center-surround interaction
– volume: 12
  start-page: 834
  issue: 9
  year: 2012
  end-page: 834
  ident: 22
  article-title: Statistics of natural action structures and human action recognition
– volume: 33
  start-page: 438
  issue: 4
  year: 2012
  end-page: 445
  ident: 14
  article-title: Human action segmentation and recognition via motion and shape analysis
– volume: 43
  issue: 3, article 16
  year: 2011
  ident: 6
  article-title: Human activity analysis: a review
– volume: 21
  start-page: 316
  issue: 1
  year: 2012
  end-page: 326
  ident: 38
  article-title: Human gait recognition using patch distribution feature and locality-constrained group sparse representation
– volume: 24
  start-page: 217
  issue: 3
  year: 2013
  end-page: 231
  ident: 11
  article-title: Human action recognition employing negative space features
– volume: 40
  start-page: 6848
  issue: 17
  year: 2013
  end-page: 6855
  ident: 13
  article-title: Human action recognition based on skeleton splitting
– volume: 34
  start-page: 1576
  issue: 8
  year: 2012
  end-page: 1588
  ident: 25
  article-title: Learning sparse representations for human action recognition
– volume: 45
  start-page: 1220
  issue: 3
  year: 2012
  end-page: 1234
  ident: 36
  article-title: Fusing appearance and distribution information of interest points for action recognition
– volume: 46
  start-page: 1277
  issue: 5
  year: 2013
  end-page: 1287
  ident: 32
  article-title: Locality-sensitive dictionary learning for sparse representation based classification
– volume: 99
  start-page: 144
  issue: 1
  year: 2013
  end-page: 153
  ident: 15
  article-title: LF-EME: local features with elastic manifold embedding for human action recognition
– reference: Tran K. N. Kakadiaris I. A. Shah S. K. Modeling motion of body parts for action recognition Proceedings of the British Machine Vision Conference (BMVC '11) 2011 1 12
– volume: 290
  start-page: 2323
  issue: 5500
  year: 2000
  end-page: 2326
  ident: 30
  article-title: Nonlinear dimensionality reduction by locally linear embedding
– reference: Yu K. Zhang T. Gong Y. Nonlinear learning using local coordinate coding Proceedings of the 23rd Annual Conference on Neural Information Processing Systems (NIPS '09) December 2009 2223 2231 2-s2.0-84858737688
– reference: Dollár P. Rabaud V. Cottrell G. Belongie S. Behavior recognition via sparse spatio-temporal features Proceedings of the 2nd Joint IEEE International Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance (VS-PETS '05) October 2005 65 72 2-s2.0-33846622081 10.1109/VSPETS.2005.1570899
– reference: Wang J. Yang J. Yu K. Lv F. Huang T. Gong Y. Locality-constrained linear coding for image classification Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR '10) June 2010 3360 3367 2-s2.0-77955996870 10.1109/CVPR.2010.5540018
– volume: 2013
  year: 2013
  end-page: 13
  ident: 1
  article-title: Memory-based multiagent coevolution modeling for robust moving object tracking
– volume: 38
  start-page: 1177
  issue: 5
  year: 2012
  end-page: 1185
  ident: 10
  article-title: Human typical action recognition using gray scale image of silhouette sequence
– volume: 381
  start-page: 607
  issue: 6583
  year: 1996
  end-page: 609
  ident: 27
  article-title: Emergence of simple-cell receptive field properties by learning a sparse code for natural images
– reference: Willems G. Tuytelaars T. Van Gool L. An efficient dense and scale-invariant spatio-temporal interest point detector Proceedings of the Europen Conference on Computer Vision (ECCV '08) 2008 650 663
– volume: 4
  start-page: 486
  issue: 6
  year: 2010
  end-page: 493
  ident: 7
  article-title: Tensor-based projection using ridge regression and its application to action classification
– volume: 34
  start-page: 1799
  issue: 15
  year: 2013
  end-page: 1807
  ident: 8
  article-title: Silhouette-based Human action recognition using sequences of key poses
– reference: Scovanner P. Ali S. Shah M. A 3-dimensional sift descriptor and its application to action recognition Proceedings of the 15th ACM International Conference on Multimedia (MM '07) September 2007 357 360 2-s2.0-37849037402 10.1145/1291233.1291311
– reference: Laptev I. Marszałek M. Schmid C. Rozenfeld B. Learning realistic human actions from movies Proceedings of the 26th IEEE Conference on Computer Vision and Pattern Recognition (CVPR '08) June 2008 1 8 2-s2.0-51949083365 10.1109/CVPR.2008.4587756
– reference: Klaser A. Marszalek M. Schmid C. A spatio-temporal descriptor based on 3D-gradients 2008 Proceedings of the British Machine Vision Conference (BMVC '08)
– volume: 27
  start-page: 96
  issue: 1
  year: 2012
  end-page: 111
  ident: 12
  article-title: Human action recognition using Pose-based discriminant embedding
– volume: 32
  start-page: 1271
  issue: 7
  year: 2010
  end-page: 1283
  ident: 26
  article-title: Visual word ambiguity
– ident: e_1_2_7_4_2
  doi: 10.1145/1631272.1631297
– ident: e_1_2_7_17_2
  doi: 10.5244/C.22.99
– ident: e_1_2_7_8_2
  doi: 10.1016/j.patrec.2013.01.021
– ident: e_1_2_7_34_2
  doi: 10.1109/CVPR.2011.5995624
– ident: e_1_2_7_21_2
  doi: 10.1016/j.cviu.2012.01.002
– ident: e_1_2_7_23_2
  doi: 10.1016/j.cviu.2011.09.010
– ident: e_1_2_7_26_2
  doi: 10.1109/TPAMI.2009.132
– ident: e_1_2_7_13_2
  doi: 10.1016/j.eswa.2013.06.024
– ident: e_1_2_7_14_2
  doi: 10.1016/j.patrec.2011.05.015
– ident: e_1_2_7_24_2
  doi: 10.1007/978-3-642-19309-5_51
– ident: e_1_2_7_25_2
  doi: 10.1109/TPAMI.2011.253
– ident: e_1_2_7_19_2
  doi: 10.1007/978-3-540-88688-4_48
– ident: e_1_2_7_2_2
  doi: 10.1016/j.imavis.2011.12.006
– ident: e_1_2_7_27_2
  doi: 10.1038/381607a0
– ident: e_1_2_7_35_2
  doi: 10.1109/LSP.2012.2191615
– ident: e_1_2_7_29_2
  doi: 10.1109/CVPR.2010.5540018
– ident: e_1_2_7_16_2
  doi: 10.1109/VSPETS.2005.1570899
– ident: e_1_2_7_22_2
  doi: 10.1167/12.9.834
– ident: e_1_2_7_11_2
  doi: 10.1016/j.jvcir.2012.12.001
– ident: e_1_2_7_12_2
  doi: 10.1016/j.image.2011.05.002
– ident: e_1_2_7_20_2
  doi: 10.1109/CVPR.2008.4587756
– ident: e_1_2_7_33_2
  doi: 10.1109/TPAMI.2008.79
– ident: e_1_2_7_38_2
  doi: 10.1109/TIP.2011.2160956
– ident: e_1_2_7_18_2
  doi: 10.1145/1291233.1291311
– ident: e_1_2_7_6_2
  doi: 10.1145/1922649.1922653
– ident: e_1_2_7_9_2
  doi: 10.5244/C.25.64
– ident: e_1_2_7_30_2
  doi: 10.1126/science.290.5500.2323
– ident: e_1_2_7_15_2
  doi: 10.1016/j.neucom.2012.06.011
– ident: e_1_2_7_36_2
  doi: 10.1016/j.patcog.2011.08.014
– ident: e_1_2_7_10_2
  doi: 10.1016/j.compeleceng.2012.05.005
– ident: e_1_2_7_32_2
  doi: 10.1016/j.patcog.2012.11.014
– ident: e_1_2_7_40_2
– ident: e_1_2_7_37_2
  doi: 10.1109/CVPR.2006.68
– ident: e_1_2_7_3_2
  doi: 10.1109/TCE.2008.4560153
– ident: e_1_2_7_31_2
  doi: 10.1007/978-3-642-27497-8
– ident: e_1_2_7_28_2
– ident: e_1_2_7_1_2
  doi: 10.1155/2013/793013
– ident: e_1_2_7_5_2
  doi: 10.1016/j.cviu.2010.10.002
– ident: e_1_2_7_7_2
  doi: 10.1049/iet-ipr.2009.0278
– ident: e_1_2_7_39_2
  doi: 10.1109/ICASSP.2008.4518059
– reference: 20489229 - IEEE Trans Pattern Anal Mach Intell. 2010 Jul;32(7):1271-83
– reference: 21724511 - IEEE Trans Image Process. 2012 Jan;21(1):316-26
– reference: 22745001 - IEEE Trans Pattern Anal Mach Intell. 2012 Aug;34(8):1576-88
– reference: 11125150 - Science. 2000 Dec 22;290(5500):2323-6
– reference: 8637596 - Nature. 1996 Jun 13;381(6583):607-9
– reference: 23843739 - ScientificWorldJournal. 2013;2013:793013
– reference: 19110489 - IEEE Trans Pattern Anal Mach Intell. 2009 Feb;31(2):210-27
SSID ssj0038715
ssib053847956
Score 2.242272
Snippet We propose a Multiscale Locality-Constrained Spatiotemporal Coding (MLSC) method to improve the traditional bag of features (BoF) algorithm which ignores the...
We propose a Multiscale Locality‐Constrained Spatiotemporal Coding (MLSC) method to improve the traditional bag of features (BoF) algorithm which ignores the...
SourceID doaj
unpaywall
pubmedcentral
proquest
gale
pubmed
crossref
hindawi
emarefa
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 1
SubjectTerms Algorithms
Classification
Codes
Coding
Dictionaries
Feature recognition
Human activity recognition
Human motion
Humans
Image processing
Information processing
Methods
Models, Theoretical
Motor Activity
Multiscale analysis
Pattern recognition
Pattern Recognition, Automated - methods
Signal processing
Software
Spacetime
Support Vector Machine
Video data
SummonAdditionalLinks – databaseName: Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1La9wwEBYlUNpLafp0mxaVpvQBJrb1Pm5CQyhtD00DuQnJkpvA4g3ZXUL-fWZkrdmlIb30aEtgSTOa-T5LM0PIbueN8lq4MsjOYwkzXppYdSUSH_DmdawqDBT-8VMenfBvp-J0rdQX3gkb0gMPC7cnnVbRCAdMjQGYd07XbRdDJ4x36D7R-lbarMjUYIMZ0ACRo_HAYQLDr9keQBOJUUtr_iel6U-xuA6e3WiW758hIb46vw12_n178sGyv3DXV246XXNNh4_Jo4wp6WSYyza5F_snZDvv2jn9lFNLf35K_qR42_IYBBPpd3RjAMJLLNqZSkXEQI_TDeucsGpKD2bo2ygg26E7Rci4vIx0H7xfoOkIgE5SbAT9tbqLNOufkZPDr78PjspcaqFshWoWpWQ-djIAmKsCMA7hAFXUQdVeSeBjUrcu1oqBN2Ms6KqJgKKCjsarqgkt2Aj2nGz1sz6-JNRz04H8W2kaxz3XjrdcisiY5ywoEQryZSUA2-Y85DjHqU18RAiL0rKDtAqyO3a-GNJv3N5tHyU5dsGc2ekFaJLNmmT_pUkFeZH1YO1TDKsxF-Qj6oXFPQ9DbV0OXYAJY_YsO2FaMl4BHijI-6w6dw93Z6VWNpuMuQVuCFhYAKQoyLuxGTY7nuC4Ps6Wc-BpmN8RT25hsIMWjt8BKGa41NCiNvRzY1E2W_rzs5RQHASLYUIF-TBq8l3Df_U_Vvs1edikyiL4N2uHbC0ul_EN4LuFf5u28g3fqEhO
  priority: 102
  providerName: Directory of Open Access Journals
– databaseName: Hindawi Publishing Open Access
  dbid: RHX
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3da9swED_WwthexrpPb93QWMc-wMyOPiw_pmUljG0P7Qp5E5Ilt4XglCah7L_fnayYZi1lj4kOLPlOut_Pug-AvdbVldPS5l61jlqYibwORZsT8UFvXoaioEThn7_U5ER8n8ppCpBd3LzCR2-H9LzkXxFXKCG3YEsrCtw6mkzX5y1HyC9T5t0_4hu-Jpbkj3m3Fn_b4Qi-f0bk9-r8Noh5M1Lywaq7sH-u7Gx2zQ0dPoZHCT-yca_wHbgXuiewk3bogn1KZaQ_P4XTmFubH6MSAvtBLgsBd04NOmNbiODZcYymTsWpZuxgTn6MIYrtxRnBw9VlYPvo6TyLn_vZOOZBsKN13NG8ewYnh99-H0zy1FYhb2Q1WuaKu9Aqj8Ct8MgupEUEUfqqdJVC7qV0Y0NZcfRcnHtdjAIiJq9D7api5Bs8D_hz2O7mXXgJzIm6RV03qh5Z4YS2ohFKBs6d4L6SPoMvawWYJtUcpzXOTOQeUhrSlum1lcHeIHzRl9q4XWyfNDmIUH3s-AfajEnbzSirq1BLi_yeIwW0VpdNG3wra2cJdGXwItnBtUdx6rycwUeyC0P7G6fa2JSmgAumSllmzLXiokDfn8H7ZDp3T3d3bVYmHQ8LgzwQca9E-JDBu2EYNzbd1tguzFcL5GRUy5FuaXGyvRUOz0HYVQulcaTasM-Nl7I50p2fxeLhqFhKCcrgw2DJd03_1X8t8jU8HMU2IfRpahe2l5er8AbB2tK9jXv1L8QdNMk
  priority: 102
  providerName: Hindawi Publishing
– databaseName: ProQuest Central
  dbid: BENPR
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1ba9RAFB7qFtEXsV6jVUasqIWwSeaSyYPIbmkpoou0FvoWJplJW1iSdS8U_73nTCZxF8s-JjNsJntu38nM-Q4hB1WRpYUSOjSyKrCFGQ8zG1UhJj4QzWMbRVgo_GMiTy_4t0txuUMmXS0MHqvsfKJz1KYp8Rv5EKAzQAUBHvfr7HeIXaNwd7VroaF9awXzxVGM3SO7CTJjDcju-Hjy86zTMLBunmbIHtP6agbpgnDt54SEJIpHvoIPfmQIkZENAc5IrHRai1mO2t_V72q41r0rv3-NSfTtzV1Q9f8Tlw9W9Uz_udXT6Vo4O3lMHnkcSket4uyRHVs_IXve0hf0k6ej_vyUXLka3fAchGnpdwx9ANxDbPTp2ktYQ8_dqWxPcjWlRw3GQwpouJ1OEWau5paOIWIa6rYN6MjVU9Cz7vxSUz8jFyfHv45OQ9-eISxFmixDyQpbSQMAMDKQpQgNEopNGhephBxOqlLbOGUQARkzKkosIC-jbFakUWJK8CvsORnUTW1fElrwrAKdKWWWaF5wpXnJpbCMFZyZVJiAHHYCyEvPXY7vOM1dDiNEjtLKW2kF5KCfPGspO-6eNkZJ9lOQZ9vdaOZXuTfbXGqV2kxopRSDVFJrFZeVNZXICo3gLSAvvB6sPYphB-eAfES9yNFPwFJL7csd4IWRcSsfMSUZjwBDBOS9V53ty93v1Cr3bmaR_zOKgLzrh8FB4K6Prm2zWkBuh5yQuNsLi221sH8OwLeMSwUj6YZ-bvwpmyP1zbUjIQfBYmlRQD70mrxt-a-2L_81eZi4PiP4bWufDJbzlX0DaG9ZvPUm_BfrBEtg
  priority: 102
  providerName: ProQuest
– databaseName: Unpaywall
  dbid: UNPAY
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3bbtQwELXKVghegHINFGREERcp2yS-xBFP24qqQlAhykqLhBTZsUNLV8lqL1rBE5_AN_IljB0n2oWqQjwm9iZjZzxzZu05g9BOqbJUCSZDzUtlS5jRMDNRGdrAB7x5bKLIJgq_O-KHQ_pmxEYb6FWbC6MtRXwt9ax_YmPS5amz1n5eZ7vz2fIrxOsx2QWgwSnrT3R5CW1yBkC8hzaHR-8HnxqG1DRMKR250nKMQ4BEI5-dBw509Qlr_sjR9rvcXAnXsjPTl70w58HQv09TXllUE_ltKcfjFVd1cB19bgfZnFA56y_mql98_4P_8T9n4Qa65iEsHjQ6t4U2THUTbXkjMcPPPZP1i1vozKX3_vrx8xg0weC31m8C6ocbtk6oq05hND52h7o9R9YY79fWnWIA080PsEWpi6nBe-BwNXa7Dnjg0jHwh_b4U13dRsOD1x_3D0Nf3SEsWJrMQ06UKbkG_BhpCHKYBCAT6zRWKYcQkItCmjgl4EAJ0SJKDAA3LUym0ijRBZglcgf1qroy9xBWNCtB5QqeJZIqKiQtKGeGEEWJTpkO0Mv2G-eFpz63YxznLgRiLLeTmTeTGaCdrvOkYfw4v9ueVZaui6Xpdjfq6Zfcr_qcS5GajEkhBIFIVEoRF6XRJcuUtNgvQHe9qq28itgC0AF6ZlUvt2YGRC2kz5aAAVvCrnxABCc0AggSoCdeSS4Wd7vV3LzVoxzCUYDfDFBMgB53zWBf7KaRrEy9mEFoaCkl7WYxCNsoevceQH8Z5QJa0rUlsDYp6y3V6YnjMIcPazOTAvS0WywXiX__H_s9QFcTV6_E_ke2jXrz6cI8BNQ4V4-8dfgNZ7BnNA
  priority: 102
  providerName: Unpaywall
Title Multi-Scale Locality-Constrained Spatiotemporal Coding for Local Feature Based Human Action Recognition
URI https://search.emarefa.net/detail/BIM-1032883
https://dx.doi.org/10.1155/2013/405645
https://www.ncbi.nlm.nih.gov/pubmed/24194681
https://www.proquest.com/docview/2175225303
https://www.proquest.com/docview/1449268231
https://pubmed.ncbi.nlm.nih.gov/PMC3806242
https://downloads.hindawi.com/journals/tswj/2013/405645.pdf
https://doaj.org/article/6a87e95a8883495aa81cfedf59ba0658
UnpaywallVersion publishedVersion
Volume 2013
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: KQ8
  dateStart: 20010101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: KQ8
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: KQ8
  dateStart: 20120103
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVAON
  databaseName: DOAJ Directory of Open Access Journals
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: DOA
  dateStart: 20010101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVEBS
  databaseName: Inspec with Full Text
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: ADMLS
  dateStart: 20120101
  isFulltext: true
  titleUrlDefault: https://www.ebsco.com/products/research-databases/inspec-full-text
  providerName: EBSCOhost
– providerCode: PRVBFR
  databaseName: Free Medical Journals
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: DIK
  dateStart: 20000101
  isFulltext: true
  titleUrlDefault: http://www.freemedicaljournals.com
  providerName: Flying Publisher
– providerCode: PRVFQY
  databaseName: GFMER Free Medical Journals
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: GX1
  dateStart: 0
  isFulltext: true
  titleUrlDefault: http://www.gfmer.ch/Medical_journals/Free_medical.php
  providerName: Geneva Foundation for Medical Education and Research
– providerCode: PRVAQN
  databaseName: PubMed Central
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: RPM
  dateStart: 20000101
  isFulltext: true
  titleUrlDefault: https://www.ncbi.nlm.nih.gov/pmc/
  providerName: National Library of Medicine
– providerCode: PRVPQU
  databaseName: Health & Medical Collection
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: 7X7
  dateStart: 20120101
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/healthcomplete
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Middle East & Africa Database
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: CWDGH
  dateStart: 20120101
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/middleeastafrica
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl: http://www.proquest.com/pqcentral?accountid=15518
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: BENPR
  dateStart: 20120101
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Technology Collection
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: 8FG
  dateStart: 20120101
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/technologycollection1
  providerName: ProQuest
– providerCode: PRVFZP
  databaseName: Scholars Portal Journals: Open Access
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 20250131
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: M48
  dateStart: 20011201
  isFulltext: true
  titleUrlDefault: http://journals.scholarsportal.info
  providerName: Scholars Portal
– providerCode: PRVFZP
  databaseName: Scholars Portal Journals: Open Access
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 20140228
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: M48
  dateStart: 20110801
  isFulltext: true
  titleUrlDefault: http://journals.scholarsportal.info
  providerName: Scholars Portal
– providerCode: PRVWIB
  databaseName: Wiley Online Library Open Access
  customDbUrl:
  eissn: 1537-744X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0038715
  issn: 1537-744X
  databaseCode: 24P
  dateStart: 20000101
  isFulltext: true
  titleUrlDefault: https://authorservices.wiley.com/open-science/open-access/browse-journals.html
  providerName: Wiley-Blackwell
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV3ra9swEBd9MLYvY93TWxc01rEHeLOjpz-MkY5mYdBQygLZJyNbclsITpcHXf_73cmKabasXwyOFCT77nS_n6W7I-SgKjJVaGFiK6sCS5jxOHNJFSPxAW-euiTBQOHjoRyM-PexGG-RVTHO8ALnG6kd1pMazSYff_-6_gIG_9kbvBDA31P2CYCH5GKb7IKLyrCGwzFvtxMYsAIRgvP--gMmA-ZA5KVO1zyTT-Dvo3QN3Jt2wb5zjlT56mITIP33XOXdZX1prq_MZHLDafUfkPsBbdJeox57ZMvVD8lesOc5fReSTr9_RM58JG48B5E56h0cwPO4RPSIRSScpXN_9jqksprQcopejwLmbbrTyvkcoRT9oqW-9h9toiZoe0ppWj8mo_7Rj6-DOBRhiEuhuotYssJV0gLMSyxwEWEAb6RWpYWSwNSkLo1LFQM_x5jVSdcBvrLaZYVKuraE1YM9ITv1tHbPCC14VoFmlDLrGl5wbXjJpXCMFZxZJWxEPqwEkJchQzk-4yT3TEWIHAWXN4KLyEHb-bJJzLG52yFKsu2C2bT9D9PZWR6MM5dGK5cJo7VmQBiN0WlZOVuJrDAI0SLyNOjBjaEY1mmOyFvUixz1E6ZamhDUAA-MebXyHtOS8QSQQkReB9W5fbr7K7XKV7aQA2sElCwAbETkVdsMywDu7ZjaTZdzYHCY-RH3dGGyjRa246wUPCJqTT_XXsp6S31x7lONg2AxgCgib1pNvm36z_879gtyr-sLieDHq32ys5gt3UuAc4uiQ7bVWMFV9791yO7h0fDktOM_jXS8EcP1dDCGltHwpPfzD6IYSVQ
linkProvider Scholars Portal
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lc9MwENaUdJhyAcrTUEAMLa8ZN45lyfaBQ5pSUpr20MfQm5Etue2QcUIekyk_ir_CX2JXlkMCndx64JhYY8vSt7vfWvsgZD1P4zCNuHSVyFNsYRa4sfZyFx0fsOYN7XmYKLx_INonwedTfrpEfla5MBhWWelEo6hVL8Nv5HWgzkAVOGhcG0G5py8n4J8NP-xuw2Zu-P7Ox-NW27UtBNyMh_7IFSzVuVBAUjwFTJpLuEtDhY00FOBniCiTuhEy0NKMqcjzNbADFek4DT1fZYB9Bvd93f_uYpcqPM21LTtukGXAecOvkeXWl-1P7QrBoD2CMMbqNKUtYOCOcNPejgtw0gLPZgiCEa-D5WV1oEsCM6lmbKJpHWDygyX8llNTcfMcnfTJxVVU-N-IzpVx0ZeXE9ntzpjLnTvkV7XQZZTMt83xKN3MfvxVg_L_2Ym75LZl7rRZitoqWdLFPbJqdeOQvrUFvN_dJ2cmq9k9Avhr2kGyAK6Oi61RTUMOreiRiWO3ZcG6tNVDBkHBfyiHUyTm44GmW8AxFDUHLbRpMlDoYRXx1SsekJNrWYOHpFb0Cv2Y0DSIc5CyTMS-DNIgkkEWCK4ZSwOmQq4c8r6CVJLZau_4jt3EeH2cJ4i_pMSfQ9ang_tlkZOrh20hNqdDsDK5-aM3OEusokuEjEIdcxlFEQPnW8qokeVa5TxOJdJdhzyyyJ55FMOe1w55g0hPULPCVDNpE0TghbFGWdJkkWCBB6zLIa-sMCye7lqF38Qq5mHyB7wOeTm9DCoVz8lkoXvjIXjDWEUTz8dhsqVcTZ8DhDcORARXwjmJm1uU-SvFxbkp2w4bi8lYDtmYyuai6T9ZPP0XZKV9vN9JOrsHe0_JLd90acEvg2ukNhqM9TPgyqP0uVVQlHy9buH8DaqPwkk
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9QwELZKKx4XoDwDBYxoxUNKNxvHjnNAqO1StrRUiFLRW7Bjp61YZcs-VJWfxl_hzzDjOMsWqt564LhrK7bjmW--iT0zhCyWOku15Co0otRYwiwJMxuVITo-YM3bNoowUPjDtujuJu_3-N4M-dnEwuC1ygYTHVCbfoHfyFtAnYEqcEDcVumvRXzsrL85-h5iBSk8aW3KadQismlPjsF9G77e6MBeL8Xx-tvPa93QVxgIC57Go1AwbUthgMNEBog2VzBI26RtnQpwQ4QslG2nDECcMSOj2AJ5MNJmOo1iU4BqMHjuJTInRSoAFObWvnTedRtpBiRJ0gwz1dR2gYFrwl2pOy7AYUsiHy0IBr0FVpi1gDoJjKqaso-ujICLFVbwW03MxuUDdNiPD8-ixf_e7rw6ro7UybHq9aZM5_oN8qt56fWNmW_L45FeLn78lY_y_9yVm-S6Z_R0pVbBeTJjq1tk3mPmkL7wib1f3ib7Lto53AG1sHQLSQS4QCGWTHWFOqyhO-5-u08X1qNrfWQWFPyKujtFwj4eWLoK3MNQdwBDV1xkCv3U3ATrV3fI7oUs-C6ZrfqVvU-oTrIStK8QWawSnUiVFIngljGdMJNyE5BXjXjlhc8Cj2vs5c4b5DxHWcxrWQzI4qTzUZ385Oxuqyinky6Ysdz90R_s5x4Ac6FkajOupJQMnHKlZLsorSl5phXS4IDc81I-NRTDWtgBeY5SnyPiwlQL5QNHYMGYuyxfYVKwJAI2FpBnXjHOn-5CI8u5B-xh_keQA_J00gxQi-dnqrL98RC8ZMyuiefmMNlaxybjABHOEiGhJT2lfadeyumW6vDApXOHjcUgrYAsTfT0vOk_OH_6T8gV0MB8a2N78yG5FrviLfjBcIHMjgZj-wgo9Eg_9lhFydeLVsTfFzDLEQ
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3bbtQwELXKVghegHINFGREERcp2yS-xBFP24qqQlAhykqLhBTZsUNLV8lqL1rBE5_AN_IljB0n2oWqQjwm9iZjZzxzZu05g9BOqbJUCSZDzUtlS5jRMDNRGdrAB7x5bKLIJgq_O-KHQ_pmxEYb6FWbC6MtRXwt9ax_YmPS5amz1n5eZ7vz2fIrxOsx2QWgwSnrT3R5CW1yBkC8hzaHR-8HnxqG1DRMKR250nKMQ4BEI5-dBw509Qlr_sjR9rvcXAnXsjPTl70w58HQv09TXllUE_ltKcfjFVd1cB19bgfZnFA56y_mql98_4P_8T9n4Qa65iEsHjQ6t4U2THUTbXkjMcPPPZP1i1vozKX3_vrx8xg0weC31m8C6ocbtk6oq05hND52h7o9R9YY79fWnWIA080PsEWpi6nBe-BwNXa7Dnjg0jHwh_b4U13dRsOD1x_3D0Nf3SEsWJrMQ06UKbkG_BhpCHKYBCAT6zRWKYcQkItCmjgl4EAJ0SJKDAA3LUym0ijRBZglcgf1qroy9xBWNCtB5QqeJZIqKiQtKGeGEEWJTpkO0Mv2G-eFpz63YxznLgRiLLeTmTeTGaCdrvOkYfw4v9ueVZaui6Xpdjfq6Zfcr_qcS5GajEkhBIFIVEoRF6XRJcuUtNgvQHe9qq28itgC0AF6ZlUvt2YGRC2kz5aAAVvCrnxABCc0AggSoCdeSS4Wd7vV3LzVoxzCUYDfDFBMgB53zWBf7KaRrEy9mEFoaCkl7WYxCNsoevceQH8Z5QJa0rUlsDYp6y3V6YnjMIcPazOTAvS0WywXiX__H_s9QFcTV6_E_ke2jXrz6cI8BNQ4V4-8dfgNZ7BnNA
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=Multi-scale+locality-constrained+spatiotemporal+coding+for+local+feature+based+human+action+recognition&rft.jtitle=TheScientificWorld&rft.au=Wang%2C+Bin&rft.au=Liu%2C+Yu&rft.au=Wang%2C+Wei&rft.au=Xu%2C+Wei&rft.date=2013-01-01&rft.eissn=1537-744X&rft.volume=2013&rft.spage=405645&rft_id=info:doi/10.1155%2F2013%2F405645&rft_id=info%3Apmid%2F24194681&rft.externalDocID=24194681
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2356-6140&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2356-6140&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2356-6140&client=summon