{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T15:23:37Z","timestamp":1781105017141,"version":"3.54.1"},"reference-count":28,"publisher":"IGI Global Scientific Publishing","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017,10]]},"abstract":"<jats:p>This article describes how the human activity recognition in videos is a very attractive topic among researchers due to vast possible applications. This article considers the analysis of behaviors and activities in videos obtained with low-cost RGB cameras. To do this, a system is developed where a video is input, and produces as output the possible activities happening in the video. This information could be used in many applications such as video surveillance, disabled person assistance, as a home assistant, employee monitoring, etc. The developed system makes use of the successful techniques of Deep Learning. In particular, convolutional neural networks are used to detect features in the video images, meanwhile Recurrent Neural Networks are used to analyze these features and predict the possible activity in the video.<\/jats:p>","DOI":"10.4018\/ijcvip.2017100101","type":"journal-article","created":{"date-parts":[[2017,12,4]],"date-time":"2017-12-04T11:05:44Z","timestamp":1512385544000},"page":"1-15","source":"Crossref","is-referenced-by-count":5,"title":["Classifying Behaviours in Videos with Recurrent Neural Networks"],"prefix":"10.4018","volume":"7","author":[{"given":"Javier","family":"Abellan-Abenza","sequence":"first","affiliation":[{"name":"University of Alicante, Alicante, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alberto","family":"Garcia-Garcia","sequence":"additional","affiliation":[{"name":"Department of Computer Technology, University of Alicante, Alicante, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sergiu","family":"Oprea","sequence":"additional","affiliation":[{"name":"University of Alicante, Alicante, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"Ivorra-Piqueres","sequence":"additional","affiliation":[{"name":"University of Alicante, Alicante, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jose","family":"Garcia-Rodriguez","sequence":"additional","affiliation":[{"name":"Department of Computer Technology, University of Alicante, Alicante, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"IJCVIP.2017100101-0","doi-asserted-by":"crossref","unstructured":"Andriluka, M., Roth, S., & Schiele, B. (2009). Pictorial structures revisited: People detection and articulated pose estimation. In ieee computer society conference on computer vision and pattern recognition (cvpr 2009).","DOI":"10.1109\/CVPR.2009.5206754"},{"key":"IJCVIP.2017100101-1","unstructured":"Bishop, C. M. (2012). Pattern recognition and machine learning. Secaucus, NJ: Springer."},{"key":"IJCVIP.2017100101-2","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7298698"},{"key":"IJCVIP.2017100101-3","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2009.2030963"},{"key":"IJCVIP.2017100101-4","doi-asserted-by":"crossref","unstructured":"Ferrari, V., Marin-Jimenez, M., & Zisserman, A. (2008). Progressive search space reduction for human pose estimation. In Proceedings of the IEEE conference on computer vision and pattern recognition.","DOI":"10.1109\/CVPR.2008.4587468"},{"key":"IJCVIP.2017100101-5","doi-asserted-by":"publisher","DOI":"10.1006\/cviu.1998.0716"},{"key":"IJCVIP.2017100101-6","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2007.4408988"},{"key":"IJCVIP.2017100101-7","doi-asserted-by":"crossref","unstructured":"Ji, X., Liu, H., Li, Y., & Brown, D. (2008). Visual-based view-invariant human motion analysis: A review. In Knowledge-based intelligent information and engineering systems (pp. 741\u2013748).","DOI":"10.1007\/978-3-540-85563-7_93"},{"key":"IJCVIP.2017100101-8","first-page":"1725","article-title":"Largescale video classification with convolutional neural networks.","author":"A.Karpathy","year":"2014","journal-title":"Proceedings of the IEEE conference on computer vision and pattern recognition"},{"key":"IJCVIP.2017100101-9","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2011.07.004"},{"key":"IJCVIP.2017100101-10","first-page":"812","article-title":"Discriminative hierarchical modeling of spatiotemporally composable human activities.","author":"I.Lillo","year":"2014","journal-title":"Proceedings of the IEEE conference on computer vision and pattern recognition"},{"key":"IJCVIP.2017100101-11","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2012.08.018"},{"key":"IJCVIP.2017100101-12","doi-asserted-by":"crossref","unstructured":"Metallinou, A., & Narayanan, S. (2013). Annotation and processing of continuous emotional attributes: Challenges and opportunities. In Proceedings of the 2013 10th IEEE international conference and workshops on Automatic face and gesture recognition.","DOI":"10.1109\/FG.2013.6553804"},{"key":"IJCVIP.2017100101-13","doi-asserted-by":"publisher","DOI":"10.1006\/cviu.2000.0897"},{"key":"IJCVIP.2017100101-14","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2006.08.002"},{"key":"IJCVIP.2017100101-15","doi-asserted-by":"crossref","unstructured":"Morariu, V. I., & Davis, L. S. (2011). Multi-agent event recognition in structured scenarios. In Proceedings of the 2011 IEEE conference on Computer vision and pattern recognition (CVPR) (pp. 3289\u20133296).","DOI":"10.1109\/CVPR.2011.5995386"},{"key":"IJCVIP.2017100101-16","doi-asserted-by":"crossref","unstructured":"Mori, G., Efros, A., Berg, A., & Malik, J. (2003). Recognizing action at a distance. In Proceedings of the IEEE international conference on computer vision (ICCV \u201903).","DOI":"10.1109\/ICCV.2003.1238420"},{"key":"IJCVIP.2017100101-17","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2003.817122"},{"key":"IJCVIP.2017100101-18","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2003.823147"},{"key":"IJCVIP.2017100101-19","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2007.1124"},{"key":"IJCVIP.2017100101-20","unstructured":"Radhakrishnan, V. B., Berretti, S., Chen, X., Nikou, C., Vrigkas, M., Nikou, C., & Kakadiaris, I. A. (2015). A review of human activity recognition methods."},{"key":"IJCVIP.2017100101-21","doi-asserted-by":"crossref","unstructured":"Sapp, B., Toshev, A., & Taskar, B. (2010). Cascaded models for articulated pose estimation.","DOI":"10.1007\/978-3-642-15552-9_30"},{"key":"IJCVIP.2017100101-22","doi-asserted-by":"crossref","unstructured":"Schuldt, C., Laptev, I., & Caputo, B. (2004). Recognizing human actions: A local svm approach. In Proceedings of the 17th international conference on Pattern recognition ICPR \u201904 (Vol. 3, pp. 32\u201336).","DOI":"10.1109\/ICPR.2004.1334462"},{"key":"IJCVIP.2017100101-23","doi-asserted-by":"crossref","unstructured":"Soleymani, M., Pantic, M., & Pun, T. (2012). Multimodal emotion recognition in response to videos. IEEE transactions on affective computing, 3(2), 211\u2013223.","DOI":"10.1109\/T-AFFC.2011.37"},{"key":"IJCVIP.2017100101-24","first-page":"3562","article-title":"Action recognition by hierarchical sequence summarization.","author":"Y.Song","year":"2013","journal-title":"Proceedings of the IEEE conference on computer vision and pattern recognition"},{"key":"IJCVIP.2017100101-25","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-012-0594-8"},{"key":"IJCVIP.2017100101-26","first-page":"1721","article-title":"Learning a discriminative hidden part model for human action recognition.","author":"Y.Wang","year":"2009","journal-title":"Advances in Neural Information Processing Systems"},{"key":"IJCVIP.2017100101-27","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCA.2012.2226575"}],"container-title":["International Journal of Computer Vision and Image Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=195006","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,6]],"date-time":"2022-05-06T02:20:54Z","timestamp":1651803654000},"score":1,"resource":{"primary":{"URL":"http:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJCVIP.2017100101"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2017,10]]},"references-count":28,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.4018\/ijcvip.2017100101","relation":{},"ISSN":["2155-6997","2155-6989"],"issn-type":[{"value":"2155-6997","type":"print"},{"value":"2155-6989","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,10]]}}}