A Depth-based Polar Coordinate System for People Segmentation and Tracking with Multiple RGB-D Sensors

作者: Graeme A. Jones , Emilio J. Almazán

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摘要: The work presented in this paper provides a framework for monitoring wide area indoor spaces built from multiple RGB-D sensors. A polar coordinate space representation of the common ground plane is proposed to effectively aggregate data all Additionally, it with capabilities that mitigate main issues related sensors i.e. limited range, degradation resolution distance and increasing noise. For multi-target tracking, use discriminative appearance model chief aspect order properly distinguish people one another, especially where density high. multi-part chromogram – which combines colour height dimension offering high capabilities. To evaluate new challenging dataset contains occlusions interactions aiming cover relevant aspects tracking systems.

参考文章(15)
Antonio S. Montemayor, Juan José Pantrigo, Javier Hernández, A Memory-Based Particle Filter for Visual Tracking through Occlusions international work conference on the interplay between natural and artificial computation. pp. 274- 283 ,(2009) , 10.1007/978-3-642-02267-8_30
D. Makris, S. Velastin, F. Yin, Performance evaluation of object tracking algorithms ,(2007)
Rafael Muñoz-Salinas, Eugenio Aguirre, Miguel García-Silvente, People detection and tracking using stereo vision and color Image and Vision Computing. ,vol. 25, pp. 995- 1007 ,(2007) , 10.1016/J.IMAVIS.2006.07.012
Matteo Munaro, Emanuele Menegatti, Fast RGB-D people tracking for service robots Autonomous Robots. ,vol. 37, pp. 227- 242 ,(2014) , 10.1007/S10514-014-9385-0
Emilio J. Almazan, Graeme A. Jones, Tracking People across Multiple Non-overlapping RGB-D Sensors computer vision and pattern recognition. pp. 831- 837 ,(2013) , 10.1109/CVPRW.2013.124
Benny Ping Lai Lo, SA Velastin, Automatic congestion detection system for underground platforms international symposium on intelligent multimedia video and speech processing. pp. 158- 161 ,(2001) , 10.1109/ISIMP.2001.925356
C. O Conaire, N. E. O'Connor, A. F. Smeaton, An Improved Spatiogram Similarity Measure for Robust Object Localisation international conference on acoustics, speech, and signal processing. ,vol. 1, pp. 1069- 1072 ,(2007) , 10.1109/ICASSP.2007.366096
D. Makris, T. Ellis, J. Black, Bridging the gaps between cameras Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2004. CVPR 2004.. ,vol. 2, pp. 205- 210 ,(2004) , 10.1109/CVPR.2004.1315165
S.T. Birchfield, S. Rangarajan, Spatiograms versus Histograms for Region-Based Tracking 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05). ,vol. 2, pp. 1158- 1163 ,(2005) , 10.1109/CVPR.2005.330
James Munkres, Algorithms for the Assignment and Transportation Problems Journal of The Society for Industrial and Applied Mathematics. ,vol. 10, pp. 196- 210 ,(1957) , 10.1137/0105003