Moving object tracking based on geogram

Verfasser / Beitragende:
[Gwangmin Choe, Tianjiang Wang, Fang Liu, Gwangho Li, Hyongwang O, Songryong Kim]
Ort, Verlag, Jahr:
2015
Enthalten in:
Multimedia Tools and Applications, 74/21(2015-11-01), 9771-9794
Format:
Artikel (online)
ID: 605446865
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024 7 0 |a 10.1007/s11042-014-2150-8  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s11042-014-2150-8 
245 0 0 |a Moving object tracking based on geogram  |h [Elektronische Daten]  |c [Gwangmin Choe, Tianjiang Wang, Fang Liu, Gwangho Li, Hyongwang O, Songryong Kim] 
520 3 |a We introduce the concept of a geogram that captures richer features to represent the objects. The spatiogram contains some moments upon the coordinates of the pixels corresponding to each bin while the geogram contains information about the perimeter of grouped regions in addition to features in the spatiogram. The perimeter of the given region has capability to represent the geometrical compactness on the distribution of the given feature. The geogram-based feature descriptor increases the accuracy of tracking because it can capture the features in lower levels. Also, we consider that a convergence of the mean shift algorithm for the spatiogram is divided into obvious dynamic and steady states as well as in automatic control, and introduce a hybrid technique of the geogram and the histogram to control convergence process. Moreover, we derive a mean shift procedure for the proposed geogram. We test our feature descriptor and measure in object tracking scenario. Experimental results demonstrate that the geogram has promising discriminative capability in comparison with other ones. 
540 |a Springer Science+Business Media New York, 2014 
690 7 |a Geogram  |2 nationallicence 
690 7 |a Hybrid gradient descent  |2 nationallicence 
690 7 |a Mean shift  |2 nationallicence 
690 7 |a Similarity measure  |2 nationallicence 
690 7 |a Feature descriptor  |2 nationallicence 
700 1 |a Choe  |D Gwangmin  |u Intelligent and Distributed Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, 430074, Wuhan, China  |4 aut 
700 1 |a Wang  |D Tianjiang  |u Intelligent and Distributed Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, 430074, Wuhan, China  |4 aut 
700 1 |a Liu  |D Fang  |u Intelligent and Distributed Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, 430074, Wuhan, China  |4 aut 
700 1 |a Li  |D Gwangho  |u School of Computer Science and Technology, Kim Il Sung University, Pyongyang, Democratic People's Republic of Korea  |4 aut 
700 1 |a O  |D Hyongwang  |u The Institute of Mathematics, Academy of Sciences, Pyongyang, Democratic People's Republic of Korea  |4 aut 
700 1 |a Kim  |D Songryong  |u The Institute of Mathematics, Academy of Sciences, Pyongyang, Democratic People's Republic of Korea  |4 aut 
773 0 |t Multimedia Tools and Applications  |d Springer US; http://www.springer-ny.com  |g 74/21(2015-11-01), 9771-9794  |x 1380-7501  |q 74:21<9771  |1 2015  |2 74  |o 11042 
856 4 0 |u https://doi.org/10.1007/s11042-014-2150-8  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s11042-014-2150-8  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Choe  |D Gwangmin  |u Intelligent and Distributed Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, 430074, Wuhan, China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Wang  |D Tianjiang  |u Intelligent and Distributed Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, 430074, Wuhan, China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Liu  |D Fang  |u Intelligent and Distributed Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, 430074, Wuhan, China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Li  |D Gwangho  |u School of Computer Science and Technology, Kim Il Sung University, Pyongyang, Democratic People's Republic of Korea  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a O  |D Hyongwang  |u The Institute of Mathematics, Academy of Sciences, Pyongyang, Democratic People's Republic of Korea  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Kim  |D Songryong  |u The Institute of Mathematics, Academy of Sciences, Pyongyang, Democratic People's Republic of Korea  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Multimedia Tools and Applications  |d Springer US; http://www.springer-ny.com  |g 74/21(2015-11-01), 9771-9794  |x 1380-7501  |q 74:21<9771  |1 2015  |2 74  |o 11042