Depth-based human fall detection via shape features and improved extreme learning machine

作者: Xin Ma , Haibo Wang , Bingxia Xue , Mingang Zhou , Bing Ji

DOI: 10.1109/JBHI.2014.2304357

关键词:

摘要: Falls are one of the major causes leading to injury of elderly people. Using wearable devices for fall detection has a high cost and may cause inconvenience to the daily lives of the …

参考文章(34)
B. K. Hensel, G. Demiris, Technologies for an aging society: a systematic review of "smart home" applications. Yearb Med Inform. ,vol. 17, pp. 33- 40 ,(2008) , 10.1055/S-0038-1638580
Vinay Vishwakarma, Chittaranjan Mandal, Shamik Sural, Automatic Detection of Human Fall in Video Lecture Notes in Computer Science. pp. 616- 623 ,(2007) , 10.1007/978-3-540-77046-6_76
Marjorie Skubic, Gregory Alexander, Mihail Popescu, Marilyn Rantz, James Keller, A smart home application to eldercare: Current status and lessons learned Technology and Health Care. ,vol. 17, pp. 183- 201 ,(2009) , 10.3233/THC-2009-0551
Gemma S. Parra-Dominguez, Babak Taati, Alex Mihailidis, 3D Human Motion Analysis to Detect Abnormal Events on Stairs international conference on 3d imaging, modeling, processing, visualization & transmission. pp. 97- 103 ,(2012) , 10.1109/3DIMPVT.2012.34
Huimin Qian, Yaobin Mao, Wenbo Xiang, Zhiquan Wang, Recognition of human activities using SVM multi-class classifier Pattern Recognition Letters. ,vol. 31, pp. 100- 111 ,(2010) , 10.1016/J.PATREC.2009.09.019
Rainer Planinc, Martin Kampel, Introducing the use of depth data for fall detection ubiquitous computing. ,vol. 17, pp. 1063- 1072 ,(2013) , 10.1007/S00779-012-0552-Z
O. P. Popoola, Kejun Wang, Video-Based Abnormal Human Behavior Recognition—A Review systems man and cybernetics. ,vol. 42, pp. 865- 878 ,(2012) , 10.1109/TSMCC.2011.2178594
Behzad Mirmahboub, Shadrokh Samavi, Nader Karimi, Shahram Shirani, None, Automatic Monocular System for Human Fall Detection Based on Variations in Silhouette Area IEEE Transactions on Biomedical Engineering. ,vol. 60, pp. 427- 436 ,(2013) , 10.1109/TBME.2012.2228262
D. Brulin, Y. Benezeth, E. Courtial, Posture Recognition Based on Fuzzy Logic for Home Monitoring of the Elderly international conference of the ieee engineering in medicine and biology society. ,vol. 16, pp. 974- 982 ,(2012) , 10.1109/TITB.2012.2208757
Anh Tuan Nghiem, Edouard Auvinet, Jean Meunier, Head detection using Kinect camera and its application to fall detection information sciences signal processing and their applications. pp. 164- 169 ,(2012) , 10.1109/ISSPA.2012.6310538