A self-organizing map to improve vehicle detection in flow monitoring systems

Verfasser / Beitragende:
[R. Luque-Baena, Ezequiel López-Rubio, E. Domínguez, E. Palomo, J. Jerez]
Ort, Verlag, Jahr:
2015
Enthalten in:
Soft Computing, 19/9(2015-09-01), 2499-2509
Format:
Artikel (online)
ID: 605468877
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024 7 0 |a 10.1007/s00500-014-1575-3  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s00500-014-1575-3 
245 0 2 |a A self-organizing map to improve vehicle detection in flow monitoring systems  |h [Elektronische Daten]  |c [R. Luque-Baena, Ezequiel López-Rubio, E. Domínguez, E. Palomo, J. Jerez] 
520 3 |a The obtaining of perfect foreground segmentation masks still remains as a challenging task in video surveillance systems, since errors in that initial stage could lead to misleadings in subsequent tasks as object tracking and behavior analysis. This work presents a novel methodology based on self-organizing neural networks and Gaussian distributions to detect unusual objects in the scene, and to improve the foreground mask handling occlusions between objects. After testing the proposed approach on several traffic sequences obtained from public repositories, the results demonstrate that this methodology is promising and suitable to correct segmentation errors on crowded scenes with rigid objects. 
540 |a Springer-Verlag Berlin Heidelberg, 2015 
690 7 |a Self-organizing neural networks  |2 nationallicence 
690 7 |a Postprocessing techniques  |2 nationallicence 
690 7 |a Traffic monitoring  |2 nationallicence 
690 7 |a Surveillance systems  |2 nationallicence 
690 7 |a Object detection  |2 nationallicence 
700 1 |a Luque-Baena  |D R.  |u Department of Computer Systems and Telematics Engineering, University of Extremadura, University Centre of Mérida, 06800, Mérida, Spain  |4 aut 
700 1 |a López-Rubio  |D Ezequiel  |u Department of Computer Languages and Computer Science, University of Málaga, Bulevar Louis Pasteur, 35, 29071, Málaga, Spain  |4 aut 
700 1 |a Domínguez  |D E.  |u Department of Computer Languages and Computer Science, University of Málaga, Bulevar Louis Pasteur, 35, 29071, Málaga, Spain  |4 aut 
700 1 |a Palomo  |D E.  |u Department of Computer Languages and Computer Science, University of Málaga, Bulevar Louis Pasteur, 35, 29071, Málaga, Spain  |4 aut 
700 1 |a Jerez  |D J.  |u Department of Computer Languages and Computer Science, University of Málaga, Bulevar Louis Pasteur, 35, 29071, Málaga, Spain  |4 aut 
773 0 |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/9(2015-09-01), 2499-2509  |x 1432-7643  |q 19:9<2499  |1 2015  |2 19  |o 500 
856 4 0 |u https://doi.org/10.1007/s00500-014-1575-3  |q text/html  |z Onlinezugriff via DOI 
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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/s00500-014-1575-3  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Luque-Baena  |D R.  |u Department of Computer Systems and Telematics Engineering, University of Extremadura, University Centre of Mérida, 06800, Mérida, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a López-Rubio  |D Ezequiel  |u Department of Computer Languages and Computer Science, University of Málaga, Bulevar Louis Pasteur, 35, 29071, Málaga, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Domínguez  |D E.  |u Department of Computer Languages and Computer Science, University of Málaga, Bulevar Louis Pasteur, 35, 29071, Málaga, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Palomo  |D E.  |u Department of Computer Languages and Computer Science, University of Málaga, Bulevar Louis Pasteur, 35, 29071, Málaga, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Jerez  |D J.  |u Department of Computer Languages and Computer Science, University of Málaga, Bulevar Louis Pasteur, 35, 29071, Málaga, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/9(2015-09-01), 2499-2509  |x 1432-7643  |q 19:9<2499  |1 2015  |2 19  |o 500