Skip to main content
Top

2013 | OriginalPaper | Chapter

59. Performance Improvement of Vehicle Tracking Using Parts Features Adaboost

Authors : Jingyu Do, Jangsik Park, Hyuntae Kim

Published in: Future Information Communication Technology and Applications

Publisher: Springer Netherlands

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this paper, we proposed that the efficient detection system using Closed-Circuit Television (CCTV) camera video of accidents, such as falling objects, pedestrians, stop vehicle and inverse vehicle in tunnel. Vehicle detection using Object parts features Adaboost in Region of interesting (ROI). We proposed method better than general training method, at least 0.505 (%) up to 12.97 (%) higher in test video.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Freund Y, Schapire RE (1997) A decision theoretic generalization of online learning and an application to boosting. J Comput Syst Sci 55(1):119–139MathSciNetMATHCrossRef Freund Y, Schapire RE (1997) A decision theoretic generalization of online learning and an application to boosting. J Comput Syst Sci 55(1):119–139MathSciNetMATHCrossRef
2.
go back to reference Huang C, Ai H, Li Y, Lao S (2005a) Vector boosting for rotation invariant multiview face detection, ICCV 1:446–453 Huang C, Ai H, Li Y, Lao S (2005a) Vector boosting for rotation invariant multiview face detection, ICCV 1:446–453
3.
go back to reference Viola P, Jones M (2002) Fast and robust classification using asymmetric AdaBoost and a detector cascade. In: Advances in neural information processing systems 14. MIT Press, Cambridge, pp 1311–1318 Viola P, Jones M (2002) Fast and robust classification using asymmetric AdaBoost and a detector cascade. In: Advances in neural information processing systems 14. MIT Press, Cambridge, pp 1311–1318
4.
go back to reference Liu C, Shum H (2003) Kullback-Leibler boosting. In: Proceedings international conference on computer vision and pattern recognition (CVPR), vol 1, pp 587–594 Liu C, Shum H (2003) Kullback-Leibler boosting. In: Proceedings international conference on computer vision and pattern recognition (CVPR), vol 1, pp 587–594
5.
6.
go back to reference Lienhart R, Maydt J (2002) An extended set of Haar-like features for rapid object detection. In: ICIP’02: Proceedings of the international conference on image processing, pp 900–903 Lienhart R, Maydt J (2002) An extended set of Haar-like features for rapid object detection. In: ICIP’02: Proceedings of the international conference on image processing, pp 900–903
7.
go back to reference Peng D (2008) Multi-profile face detection method based on color and AdaBoost. Beijing Institute of Technology, Department of Biomedical Engineering, Beijing Peng D (2008) Multi-profile face detection method based on color and AdaBoost. Beijing Institute of Technology, Department of Biomedical Engineering, Beijing
Metadata
Title
Performance Improvement of Vehicle Tracking Using Parts Features Adaboost
Authors
Jingyu Do
Jangsik Park
Hyuntae Kim
Copyright Year
2013
Publisher
Springer Netherlands
DOI
https://doi.org/10.1007/978-94-007-6516-0_59