{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,6]],"date-time":"2025-12-06T16:44:01Z","timestamp":1765039441881,"version":"3.37.3"},"reference-count":25,"publisher":"Springer Science and Business Media LLC","issue":"7","license":[{"start":{"date-parts":[[2018,12,7]],"date-time":"2018-12-07T00:00:00Z","timestamp":1544140800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["61503424"],"award-info":[{"award-number":["61503424"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Beijing Polytechnic","award":["YZK2015013, CJGX2016-SZ-05\/008, 02362050301"],"award-info":[{"award-number":["YZK2015013, CJGX2016-SZ-05\/008, 02362050301"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2019,4]]},"DOI":"10.1007\/s11042-018-6923-3","type":"journal-article","created":{"date-parts":[[2018,12,6]],"date-time":"2018-12-06T22:33:30Z","timestamp":1544135610000},"page":"8497-8512","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":22,"title":["Violent scene detection algorithm based on kernel extreme learning machine and three-dimensional histograms of gradient orientation"],"prefix":"10.1007","volume":"78","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7577-5893","authenticated-orcid":false,"given":"Jing","family":"Yu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei","family":"Song","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guozhu","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jian-jun","family":"Hou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,12,7]]},"reference":[{"key":"6923_CR1","doi-asserted-by":"crossref","unstructured":"Bilinski P, Bremond F (2016) Human violence recognition and detection in surveillance videos[C]\/\/. IEEE Int Conf Adv Video Sign Based Surveill. IEEE, Colorado, USA: 30\u201336","DOI":"10.1109\/AVSS.2016.7738019"},{"key":"6923_CR2","unstructured":"Chen MY, Hauptmann A (2009) Mosift: recognizing human actions in surveillance videos. CMU-CS-09-161, Carnegie Mellon University, 1-16"},{"key":"6923_CR3","doi-asserted-by":"publisher","first-page":"514","DOI":"10.1109\/ACCESS.2014.2325029","volume":"2","author":"XW Chen","year":"2014","unstructured":"Chen XW, Lin XT (2014) Big data deep learning: challenges and perspectives. Access, IEEE 2:514\u2013525","journal-title":"Access, IEEE"},{"key":"6923_CR4","first-page":"886","volume":"1","author":"N Dalaln","year":"2005","unstructured":"Dalaln N, Triggs B (2005) Histograms of oriented gradients for human detection. Comput Vision Pattern Recogn 2005. CVPR 2005. IEEE Comput Soc Conf IEEE, 2005 1:886\u2013893","journal-title":"Comput Vision Pattern Recogn 2005. CVPR 2005. IEEE Comput Soc Conf IEEE, 2005"},{"key":"6923_CR5","unstructured":"Deniz O, Serrano I, Bueno G, et al. (2014) Fast violence detection in video. 9th Int Conf Comput Vision Theory Appl (VISAPP): 478-485"},{"key":"6923_CR6","doi-asserted-by":"crossref","unstructured":"Ding CH, Fan SK, ZHU M, et al. (2014) Violence detection in video by using 3D convolutional neural networks. Advances in visual computing. Springer international publishing, 551-558","DOI":"10.1007\/978-3-319-14364-4_53"},{"key":"6923_CR7","first-page":"91","volume-title":"Audio-visual fusion for detecting violent scenes in videos. artificial intelligence: Theories, models and applications","author":"T Giannakopoulos","year":"2010","unstructured":"Giannakopoulos T, Makris A, KOSMOPOULOS D et al (2010) Audio-visual fusion for detecting violent scenes in videos. artificial intelligence: Theories, models and applications. Springer, Berlin Heidelberg, pp 91\u2013100"},{"key":"6923_CR8","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1007\/978-3-540-89796-5_33","volume-title":"Detecting violent scenes in movies by auditory and visual cues. Advances in Multimedia Information Processing-PCM 2008","author":"Y Gong","year":"2008","unstructured":"Gong Y, Wang WQ, Jiang SQ et al (2008) Detecting violent scenes in movies by auditory and visual cues. Advances in Multimedia Information Processing-PCM 2008. Springer, Berlin Heidelberg, pp 317\u2013326"},{"issue":"5786","key":"6923_CR9","doi-asserted-by":"publisher","first-page":"504","DOI":"10.1126\/science.1127647","volume":"313","author":"GE Hinton","year":"2006","unstructured":"Hinton GE, Salakhutdinov RR (2006) Reducing the dimensionality of data with neural networks. Science 313(5786):504\u2013507","journal-title":"Science"},{"issue":"1","key":"6923_CR10","doi-asserted-by":"publisher","first-page":"489","DOI":"10.1016\/j.neucom.2005.12.126","volume":"70","author":"GB Huang","year":"2006","unstructured":"Huang GB, Zhu QY, Siew CK (2006) Extreme learning machine: theory and applications. Neurocomputing 70(1):489\u2013501","journal-title":"Neurocomputing"},{"issue":"2","key":"6923_CR11","doi-asserted-by":"publisher","first-page":"513","DOI":"10.1109\/TSMCB.2011.2168604","volume":"42","author":"GB Huang","year":"2012","unstructured":"Huang GB, Zhou HM, Ding XJ et al (2012) Extreme learning machine for regression and multiclass classification. Syst Man Cybernet Part B: Cybernet IEEE Trans 42(2):513\u2013529","journal-title":"Syst Man Cybernet Part B: Cybernet IEEE Trans"},{"key":"6923_CR12","first-page":"1","volume":"275","author":"A Klaser","year":"2008","unstructured":"Klaser A, Marsezlek M, Schmid C (2008) A spatio-temporal descriptor based on 3d-gradients. BMVC 2008-19th Brit Mach Vision Conf. Brit Mach Vision Assoc 275:1\u201310","journal-title":"BMVC 2008-19th Brit Mach Vision Conf. Brit Mach Vision Assoc"},{"issue":"5","key":"6923_CR13","doi-asserted-by":"publisher","first-page":"7041","DOI":"10.1007\/s11042-016-3331-4","volume":"76","author":"V Lam","year":"2017","unstructured":"Lam V, Phan S, Le DD, Duong DA, Satoh SI (2017) Evaluation of multiple features for violent scenes detection. Multimed Tools Applic 76(5):7041\u20137065","journal-title":"Multimed Tools Applic"},{"key":"6923_CR14","unstructured":"Long X, Chen G, Yang J, et al. (2014) Violent video detection based on MoSIFT feature and sparse coding. Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE Int Conf IEEE: 3538\u20133542"},{"key":"6923_CR15","doi-asserted-by":"publisher","first-page":"228","DOI":"10.1016\/j.engappai.2013.05.012","volume":"27","author":"MX Luo","year":"2014","unstructured":"Luo MX, Zhang K (2014) A hybrid approach combining extreme learning machine and sparse representation for image classification. Eng Applic Artif Intell 27:228\u2013235","journal-title":"Eng Applic Artif Intell"},{"issue":"7540","key":"6923_CR16","doi-asserted-by":"publisher","first-page":"529","DOI":"10.1038\/nature14236","volume":"518","author":"V Mnih","year":"2015","unstructured":"Mnih V, Kavukcuoglu K, Silver D et al (2015) Human-level control through deep reinforcement learning. Nature 518(7540):529\u2013533","journal-title":"Nature"},{"key":"6923_CR17","doi-asserted-by":"crossref","unstructured":"Mohammadi S, Kiani H, Perina A, Murino V (2015) Violence detection in crowded scenes using substantial derivative. 2015 12th IEEE Int Conf Adv Video Signal Based Surveill (AVSS), IEEE: 1\u20136","DOI":"10.1109\/AVSS.2015.7301787"},{"key":"6923_CR18","first-page":"353","volume":"1","author":"J Nam","year":"1998","unstructured":"Nam J, Alghoniemy M, Tewfik AH (1998) Audio-visual content-based violent scene characterization. Image Process 1998. ICIP 98. Proc. 1998 Int Conf IEEE 1:353\u2013357","journal-title":"Image Process 1998. ICIP 98. Proc. 1998 Int Conf IEEE"},{"key":"6923_CR19","doi-asserted-by":"crossref","unstructured":"Nievas EB, Suarez OD, Garcia GB, et al (2011) Violence detection in video using computer vision techniques. In: Computer analysis of images and patterns. Springer Berlin Heidelberg, 332\u2013339","DOI":"10.1007\/978-3-642-23678-5_39"},{"issue":"5","key":"6923_CR20","doi-asserted-by":"publisher","first-page":"1801","DOI":"10.1007\/s11771-015-2698-0","volume":"22","author":"H Shim","year":"2015","unstructured":"Shim H, Lee S (2015) Multi-channel electromyography pattern classification using deep belief networks for enhanced user experience. J Cent South Univ 22(5):1801\u20131808","journal-title":"J Cent South Univ"},{"issue":"12","key":"6923_CR21","doi-asserted-by":"publisher","first-page":"7327","DOI":"10.1007\/s11042-015-2648-8","volume":"75","author":"Z Tao","year":"2016","unstructured":"Tao Z, Yang ZJ, Jia WJ, Yang BQ, Yang J, He XJ (2016) A new method for violence detection in surveillance scenes. Multimedia Tools and Applications 75(12):7327\u20137349","journal-title":"Multimedia Tools and Applications"},{"key":"6923_CR22","doi-asserted-by":"publisher","first-page":"3171","DOI":"10.1007\/s11771-013-1841-z","volume":"20","author":"LM Xia","year":"2013","unstructured":"Xia LM, Huang JX, Tan LZ (2013) Human action recognition based on chaotic invariants. J Cent South Univ 20:3171\u20133179","journal-title":"J Cent South Univ"},{"key":"6923_CR23","doi-asserted-by":"crossref","unstructured":"Yang J, Jiang YG, Hauptmann AG, et al. (2007) Evaluating bag-of-visual-words representations in scene classification. Proc Int Workshop Workshop Multimed Inform Retriev. ACM, 197\u2013206","DOI":"10.1145\/1290082.1290111"},{"issue":"1","key":"6923_CR24","doi-asserted-by":"publisher","first-page":"1419","DOI":"10.1007\/s11042-015-3133-0","volume":"76","author":"T Zhang","year":"2017","unstructured":"Zhang T, Jia W, Yang B, Yang J, He X, Zheng Z (2017) Mowld: a robust motion image descriptor for violence detection. Multimed Tools Applic 76(1):1419\u20131438","journal-title":"Multimed Tools Applic"},{"issue":"1","key":"6923_CR25","doi-asserted-by":"publisher","first-page":"012044","DOI":"10.1088\/1742-6596\/844\/1\/012044","volume":"844","author":"P Zhou","year":"2017","unstructured":"Zhou P, Ding Q, Luo H et al (2017) Violent interaction detection in video based on deep learning. Journal of physics conference series. J Phys Conf Ser 844(1):012044","journal-title":"J Phys Conf Ser"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-018-6923-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-018-6923-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-018-6923-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,12,6]],"date-time":"2019-12-06T19:10:51Z","timestamp":1575659451000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-018-6923-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,12,7]]},"references-count":25,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2019,4]]}},"alternative-id":["6923"],"URL":"https:\/\/doi.org\/10.1007\/s11042-018-6923-3","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"type":"print","value":"1380-7501"},{"type":"electronic","value":"1573-7721"}],"subject":[],"published":{"date-parts":[[2018,12,7]]},"assertion":[{"value":"29 May 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 November 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 November 2018","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 December 2018","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}