kumoh national institute of technology
Networked Systems Lab.

A. Jalal, S. Kamal and D.-S. Kim, "Detecting Complex 3D Human Motions with Body Model Low-Rank Representation for Real-Time Smart Activity Monitoring System", KSII Transactions on Internet and Information Systems (IF : 0.611, ISSN : 1976-7277), vol. 12, no. 3, pp. 1189-1204, 2018 (A)
By : °ü¸®ÀÚ
Date : 2017-11-13
Views : 993

Abstract:
Detecting and capturing 3D human structures from the intensity-based image sequences is an inherently arguable problem, which attracted attention of several researchers especially in real-time activity recognition (Real-AR). These Real-AR systems have been significantly enhanced by using depth intensity sensors that gives maximum information, in spite of the fact that conventional Real-AR systems are using RGB video sensors. This study proposed a depth-based routine-logging Real-AR system to identify the daily human activity routines and to make these surroundings an intelligent living space. Our real-time routine-logging Real-AR system is categorized into two categories. The data collection with the use of a depth camera, feature extraction based on joint information and training/recognition of each activity. In-addition, the recognition mechanism locates, and pinpoints the learned activities and induces routine-logs. The evaluation applied on the depth datasets (self-annotated and MSRAction3D datasets) demonstrated that proposed system can achieve better recognition rates and robust as compare to state-of-the-art methods. Our Real-AR should be feasibly accessible and permanently used in behavior monitoring applications, humanoid-robot systems and e-medical therapy systems.

Available online: http://www.itiis.org/digital-library/manuscript/1960
 ¸ñ·Ï
(Total:8 articles / page:1/1 )
List
No. Subject By Date Views
8  Sang-Hyun Hwang and Dong-Seong Kim, "Design and Pe.. °ü¸®ÀÚ 2017-07-23 1157
7  Seung-Han Kim and Dong-Seong Kim, "Smart Platform .. °ü¸®ÀÚ 2017-10-12 1002
6  N. T. Tuan, D.-S. Kim, and J.-M. Lee, "On the Perf.. °ü¸®ÀÚ 2017-03-14 1360
5  H. Tran-Dang and D.-S. Kim, "Efficient Bandwidth-A.. °ü¸®ÀÚ 2017-12-05 1059
4  N. B. Long, H. Tran-Dang and D.-S. Kim, "Energy-Aw.. °ü¸®ÀÚ 2017-12-05 1244
3  A. Jalal, S. Kamal and D.-S. Kim, "Detecting Compl.. °ü¸®ÀÚ 2017-11-13 993
2  N. B. Long and D.-S. Kim, "TDMA-Based Efficient Co.. °ü¸®ÀÚ 2017-02-27 1202
1  P. T. M. Thu, N. T. Tien, and D.-S. Kim, "Geograph.. °ü¸®ÀÚ 2017-02-01 1147
previous 1 next page
Search