Browse > Article
http://dx.doi.org/10.5391/IJFIS.2006.6.1.039

Human Tracking using Multiple-Camera-Based Global Color Model in Intelligent Space  

Jin Tae-Seok (Dept. of Mechatronics Engineering, DongSeo University)
Hashimoto Hideki (Institute of Industrial Science, University of Tokyo)
Publication Information
International Journal of Fuzzy Logic and Intelligent Systems / v.6, no.1, 2006 , pp. 39-46 More about this Journal
Abstract
We propose an global color model based method for tracking motions of multiple human using a networked multiple-camera system in intelligent space as a human-robot coexistent system. An intelligent space is a space where many intelligent devices, such as computers and sensors(color CCD cameras for example), are distributed. Human beings can be a part of intelligent space as well. One of the main goals of intelligent space is to assist humans and to do different services for them. In order to be capable of doing that, intelligent space must be able to do different human related tasks. One of them is to identify and track multiple objects seamlessly. In the environment where many camera modules are distributed on network, it is important to identify object in order to track it, because different cameras may be needed as object moves throughout the space and intelligent space should determine the appropriate one. This paper describes appearance based unknown object tracking with the distributed vision system in intelligent space. First, we discuss how object color information is obtained and how the color appearance based model is constructed from this data. Then, we discuss the global color model based on the local color information. The process of learning within global model and the experimental results are also presented.
Keywords
Distributed cameras; Object tracking; Color histogram; Global model; Intelligent environment;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 H.Hashimoto, 'Intelligent Space -How to Make Spaces Intelligent by using DIND', Proceedings of the IEEE International Conference on Systems, Man and Cybernetics (SMC'02), 2002, pp.14-19
2 A.Utsumi and J.Ohya, 'Multiple-Camera-Based Human Tracking Using Non-Synchronous Observations', Proc. Asian Conf. Computer Vision, 2000, pp.1034-103
3 D.Comaniciu, V.Ramesh, 'Mean Shift and Optimal Prediction for Efficient Object Tracking', IEEE Int. Conf. Image Processing (ICIP'00), Vol.3, pp.70-73, 2000
4 TaeSeok Jin, Hideki Hashimoto, 'Multi-Object Tracking using the Color-Based Particle Filter in ISpace with Distributed Sensor Network' International Journal of Fuzzy Logic and Intelligent Systems, Vol. 5, No.1, pp. 46-51, March 2005   과학기술학회마을   DOI   ScienceOn
5 Rodney A. Brooks, 'The Intelligent Room Project', Proceedings of the Second International Cognitive Technology Conference(CT'97), Aizu, Japan, August 1997, pp.69-74
6 J.-H. Lee, H.Hashimoto, 'Intelligent Space - concept and contents', Advanced Robotics, Vol.16, No.3, 2002, pp. 265-280   DOI   ScienceOn
7 S.Khan and M.Shah, 'Consistent Labeling of Tracked Objects in Multiple Cameras with Overlapping Fields of View', IEEE Transactions on Pattern Analysis and machine Intelligence, Vol.25, No. 10, 2003, pp.1355-1360   DOI   ScienceOn
8 J.-H. Lee, T. Yamaguchi and H. Hashimoto, 'Human Comprehension in Intelligent Space,' IFAC Conference on Mechatronic Systems, 2000, pp.1091-1096
9 M.J. Swain, and D.H. Ballard, 'Color indexing', International Journal of Computer Vision, Vol.7, No.1, pp.11-32, 1991   DOI
10 T.Matsuyama and N.Ukita, 'Real-Time Multi-Target Tracking by a Cooperative Distributed Vision System', Proc. IEEE, Vol.90, No.7, 2002, pp.1136-1150
11 D.Comaniciu, V.Ramesh, P.Meer, 'Kernel-Based Object Tracking', IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol.25, No.5, pp.564-577, 2003   DOI   ScienceOn
12 G. Appenzeller, J.-H. Lee and H.Hashimoto, 'Building Topological Maps by Looking at People: An Example of Cooperation between Intelligent Space and Robots,' IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'97), 1997, pp.1326-1333
13 H.Murase and S.K.Nayer, 'Visual Learning and Recognition of 3-D Objects from Appearance', International Journal of Computer Vision, Vol.14, pp.5-24, 1995   DOI
14 N.Atsushi, K.Hirokazu, H.Shinsaku, I.Seiji, 'Tracking Multiple People using Distributed Vision Systems', Proceedings of the 2002 IEEE International Conference on Robotics & Automation, Washington D.C, May 2002, pp.2974-2981
15 Y.Caspi and M.Irani, 'A Step Towards Sequence-to-Sequence Alignment', IEEE Conf. Computer Vision and Pattern Recognition, June 2000, pp. 682-689
16 B.Brumitt,B.Meyers,J.Krumm,A.Kern,S.Shafer, 'Easyiving: Technologies for Intelligent Environments', Proceedings of the International Conference on Handheld and Ubiquitous Computing, September 2000, pp.12-29
17 J.-H. Lee, H.Hashimoto, 'Controlling Mobile Robots in Distributed Intelligent Sensor Network', IEEE Transactions on Industrial Electronics, Vol. 50, No.5, 2003, pp.890-902   DOI   ScienceOn