ABSTRACT
In recent years, autonomous robot development has progressed rapidly. However, robots that track and support specific people under all circumstances have not yet been developed. This paper discusses part of the tracking system that could help create a welfare robot that tracks a specific person and provides him/her with personal care. In this study, a tracker that identifies the intended object by shape is used. A Kernelized Correlation Filter (KCF) tracker is used to detect and track a specific person, but it has a weakness in the presence of obstacles. If something passes in front of the target person, the obstacle may be detected as the correct target. This study proposes a process that recognizes a potential misrecognition using a distance sensor called Lidar. If both the tracker and Lidar do not take a true value, they will stop tracking immediately.
- Shuhei Takiguchi; Osamu Sakata," Development of tracking system of moving specific person: Following welfare assist robot production", Proc. Tenth International Conference on Signal Processing Systems, 110710G-1-5 (2018).Google Scholar
- Katja Nummiaro, Esther Koller-Meier, and Luc Van Gool, "Object Tracking with an Adaptive Color-Based Particle Filter", LNCS 2449, pp. 353--360 (2002)Google Scholar
- ZHANG Qia, RUI Ting, FANG Husheng, ZHANG Jinlin, "Particle Filter Object Tracking Based on Harris-SIFT Feature Matching", Procedia Engineering 29, pp. 924--929 (2012)Google ScholarCross Ref
- Madan Kumar Rapuru, Sumithra Kakanuru, Pallavi M. Venugopal, Deepak Mishra, and Gorthi R. K. Sai Subrahmanyam, "Correlation-Based Tracker-Level Fusion for Robust Visual Tracking", IEEE TRANSACTIONS ON IMAGE PROCESSING, VOL. 26, NO. 10, pp. 4832--4842 (2017)Google ScholarCross Ref
- A. Saffari, M. Godec, T. Pock, C. Leistner, and H. Bischof, "Online multi-class LPBoost" in Proc. IEEE Conf. Comput. Vis. Pattern Recog., pp. 3570--3577 (2010)Google Scholar
- H. Grabner, M. Grabner, and H. Bischof, "Real-time tracking via on-line Boosting" in Proc. Brit. Mach. Vis. Conf., pp. 47--56 (2006)Google Scholar
- Sam Hare, Stuart Golodetz, Amir Saffari, Vibhav Vineet, Ming-Ming Cheng, Stephen L. Hicks, and Philip H. S. Torr, "Structured Output Tracking with Kernels", IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, VOL. 38, NO. 10, pp. 2096--2109 (2016)Google ScholarDigital Library
- Daniel Gohring, Miao Wang, Michael Schn urmacher, Tinosch Ganjineh, "Radar/Lidar sensor fusion for car-following on highways" Proceedings of the 5th International Conference on Automation, Robotics and Applications, pp. 407--412 (2011)Google Scholar
- Hendrik Weigel, Philipp Lindner and Gerd Wanielik," Vehicle tracking with lane assignment by camera and lidar sensor fusion", 2009 IEEE Intelligent Vehicles Symposium, pp. 513--520 (2009)Google ScholarCross Ref
- Yihuan Zhang, Jun Wang, Senior Member, IEEE, Xiaonian Wang, and John M. Dolan, "Road-Segmentation-Based Curb Detection Method for Self-Driving via a 3D-LiDAR Sensor" IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, VOL. 19, NO. 12, pp. 3981--3991(2018)Google ScholarCross Ref
- Ehsan Javanmardi, Yanlei Gu, Mahdi Javanmardi, ShunsukeKa mijo, "Autonomous vehicle self-localization based on abstract map and multi-channel LiDAR in urban area" IATSS Research Volume 43, Issue 1, pp. 1--13 (2019)Google ScholarCross Ref
- J. Henriques, R. Caseiro, P. Martins, and J. Batista, "High-Speed Tracking with Kernelized Correlation Filters" IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 37, no. 3, pp. 583--596 (2015)Google ScholarDigital Library
- J. Henriques, R. Caseiro, P. Martins, and J. Batista, "Exploiting the circulant structure of tracking-by-detection with kernels" in ECCV, European Conference on Computer Vision, pp. 702--715 (2012)Google ScholarDigital Library
Index Terms
- Development of a Moving Person Tracking System-Obstacle Detection by Distance Sensor
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