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Appearance Based Object Identification for Mobile Robot Localization in Intelligent Space with Distributed Vision Sensors

  • 발행 : 2004.09.01

초록

Robots will be able to coexist with humans and support humans effectively in near future. One of the most important aspects in the development of human-friendly robots is to cooperation between humans and robots. In this paper, we proposed a method for multi-object identification in order to achieve such human-centered system and robot localization in intelligent space. The intelligent space is the space where many intelligent devices, such as computers and sensors, are distributed. The Intelligent Space achieves the human centered services by accelerating the physical and psychological interaction between humans and intelligent devices. As an intelligent device of the Intelligent Space, a color CCD camera module, which includes processing and networking part, has been chosen. The Intelligent Space requires functions of identifying and tracking the multiple objects to realize appropriate services to users under the multi-camera environments. In order to achieve seamless tracking and location estimation many camera modules are distributed. They causes some errors about object identification among different camera modules. This paper describes appearance based object representation for the distributed vision system in Intelligent Space to achieve consistent labeling of all objects. Then, we discuss how to learn the object color appearance model and how to achieve the multi-object tracking under occlusions.

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참고문헌

  1. B.Brumitt,B.Meyers,J.Krumm,A.Kern,S.Shafer, 'EasyLiving: Technologies for Intelligent Environments', Proceedings of the International Conference on Handheld and Ubiquitous Computing, September 2000, pp.12-29
  2. Rodney A.Brooks, 'The Intelligent Room Project', Proceedings of the Second International Cognitive Technology Conference(CT'97), Aizu, Japan, August 1997, pp.69-74
  3. J.-H. Lee, H.Hashimoto, 'Intelligent Space - concept and contents', Advanced Robotics, Vol.16, No.3, 2002, pp. 265-280
  4. 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
  5. 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
  6. J.-H. Lee, T. Yamaguchi and H. Hashimoto, 'Human Comprehension in Intelligent Space,' IFAC Conference on Mechatronic Systems, 2000, pp.1091-1096
  7. 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 https://doi.org/10.1109/TIE.2003.817488
  8. 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 https://doi.org/10.1109/TPAMI.2003.1233912
  9. A.Utsumi and J.Ohya, 'Multiple-Camera-Based Human Tracking Using Non-Synchronous Observations', Proc. Asian Conf. Computer Vision, 2000, pp.1034-103
  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 https://doi.org/10.1109/JPROC.2002.801442
  11. 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
  12. Y.Caspi and M.lrani, 'A Step Towards Sequence-toSequence Alignment', IEEE Conf. Computer Vision and Pattern Recognition, June 2000, pp.682-689
  13. J.-H. Lee, K.Morioka, H.Hashimoto, 'Cooperation of Intelligent Sensors in Intelligent Space', IEEE Transactions on industrial electronics (submitted)
  14. K.Morioka, J.-H. Lee, H.Hashimoto, ' Centered Robotics in Intelligent Space', IEEE International Conference on Robotics and Automation(ICRA'02), Washington D.C., USA, May 2002, pp.2010-20l5
  15. H.Hashimoto, J.H. Lee, N.Ando, 'Self-Identification of Distributed Intelligent Networked Device in Intelligent Space', Proc. IEEE Int. Conf. on Robotics & Automation, 2003, pp.4172-4177
  16. M.J. Swain, and D.H. Ballard, 'Color indexing', International Journal of Computer Vision, Vol.7, No.1, 1991, pp.11-32 https://doi.org/10.1007/BF00130487
  17. D.Comaniciu, V.Ramesh, P.Meer, 'Kernel-Based Object Tracking', IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol.25, No.5, 2003, pp.564-577 https://doi.org/10.1109/TPAMI.2003.1195991
  18. H.Murase and S.K.Nayer, 'Visual Learning and Recognition of 3-D Objects from Appearance', International Journal of Computer Vision, Vol.14, 1995, pp.5-24 https://doi.org/10.1007/BF01421486