{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,29]],"date-time":"2026-09-29T10:13:48Z","timestamp":1790676828662,"version":"4.1.0"},"reference-count":16,"publisher":"Wiley","license":[{"start":{"date-parts":[[2020,8,3]],"date-time":"2020-08-03T00:00:00Z","timestamp":1596412800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Shanxi Agricultural University Young Science and Technology Innovation Programme","award":["41257914"],"award-info":[{"award-number":["41257914"]}]},{"name":"Shanxi Agricultural University Young Science and Technology Innovation Programme","award":["201703D221033-3"],"award-info":[{"award-number":["201703D221033-3"]}]},{"DOI":"10.13039\/501100013317","name":"Shanxi Provincial Key Research and Development Project","doi-asserted-by":"publisher","award":["41257914"],"award-info":[{"award-number":["41257914"]}],"id":[{"id":"10.13039\/501100013317","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100013317","name":"Shanxi Provincial Key Research and Development Project","doi-asserted-by":"publisher","award":["201703D221033-3"],"award-info":[{"award-number":["201703D221033-3"]}],"id":[{"id":"10.13039\/501100013317","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Security and Communication Networks"],"published-print":{"date-parts":[[2020,8,3]]},"abstract":"<jats:p>Anomaly event detection has been extensively researched in computer vision in recent years. Most conventional anomaly event detection methods can only leverage the single-modal cues and not deal with the complementary information underlying other modalities in videos. To address this issue, in this work, we propose a novel two-stream convolutional networks model for anomaly detection in surveillance videos. Specifically, the proposed model consists of RGB and Flow two-stream networks, in which the final anomaly event detection score is the fusion of those of two networks. Furthermore, we consider two fusion situations, including the fusion of two streams with the same or different number of layers respectively. The design insight is to leverage the information underlying each stream and the complementary cues of RGB and Flow two-stream sufficiently. Two datasets (UCF-Crime and ShanghaiTech) are used to validate the effectiveness of proposed solution.<\/jats:p>","DOI":"10.1155\/2020\/8876056","type":"journal-article","created":{"date-parts":[[2020,8,3]],"date-time":"2020-08-03T23:41:26Z","timestamp":1596498086000},"page":"1-15","source":"Crossref","is-referenced-by-count":22,"title":["Anomaly Event Detection in Security Surveillance Using Two-Stream Based Model"],"prefix":"10.1155","volume":"2020","author":[{"given":"Wangli","family":"Hao","sequence":"first","affiliation":[{"name":"School of Software, Shanxi Agricultural University, Taigu District, Jinzhong, Shanxi 030801, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ruixian","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Software, Shanxi Agricultural University, Taigu District, Jinzhong, Shanxi 030801, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shancang","family":"Li","sequence":"additional","affiliation":[{"name":"University of the West of England, Bristol BS16 1QY, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Junyu","family":"Li","sequence":"additional","affiliation":[{"name":"School of Software, Shanxi Agricultural University, Taigu District, Jinzhong, Shanxi 030801, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0558-9988","authenticated-orcid":true,"given":"Fuzhong","family":"Li","sequence":"additional","affiliation":[{"name":"School of Software, Shanxi Agricultural University, Taigu District, Jinzhong, Shanxi 030801, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shanshan","family":"Zhao","sequence":"additional","affiliation":[{"name":"University of the West of England, Bristol BS16 1QY, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wuping","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Software, Shanxi Agricultural University, Taigu District, Jinzhong, Shanxi 030801, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","reference":[{"key":"2","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2007.70825"},{"key":"5","first-page":"2121","volume":"12","year":"2011","journal-title":"The Journal of Machine Learning Research"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1016\/s0004-3702(96)00034-3"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2015.04.005"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1109\/6979.880968"},{"key":"21","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1109\/TPAMI.2013.111","volume":"36","year":"2014","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.1142\/s0218001415550113"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2019.06.041"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2018.01.007"},{"key":"33","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-017-5255-z"},{"key":"38","year":"2016"},{"key":"44","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2018.07.011"},{"issue":"5","key":"49","first-page":"4084","volume":"7","year":"2019","journal-title":"IEEE Internet of Things Journal"},{"key":"50","doi-asserted-by":"publisher","DOI":"10.1109\/tii.2019.2936869"},{"key":"51","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2944007"},{"key":"52","doi-asserted-by":"publisher","DOI":"10.4108\/eai.5-6-2020.165168"}],"container-title":["Security and Communication Networks"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/scn\/2020\/8876056.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/scn\/2020\/8876056.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/scn\/2020\/8876056.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,8,3]],"date-time":"2020-08-03T23:41:42Z","timestamp":1596498102000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/scn\/2020\/8876056\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,8,3]]},"references-count":16,"alternative-id":["8876056","8876056"],"URL":"https:\/\/doi.org\/10.1155\/2020\/8876056","relation":{},"ISSN":["1939-0114","1939-0122"],"issn-type":[{"value":"1939-0114","type":"print"},{"value":"1939-0122","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,8,3]]}}}