Araştırma Makalesi

A new subspace based solution to background modelling and change detection

Cilt: 4 Sayı: Special Issue-1 26 Aralık 2016
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EN

A new subspace based solution to background modelling and change detection

Öz

For surveillance system, the background subtraction plays an important role for moving object detection with an algorithm embedded in the camera. Since the existence algorithms cannot satisfy the good accuracy on complex backgrounds including illumination change and dynamic objects, we have put forward the concept of Common Vector Approach (CVA) as a new idea for background modelling. Effectiveness of proposed method is presented through the experiments on popular Wallflower dataset. The obtained visual outputs are compared with well-known methods based on the subjective and objective criteria. From the overall evaluation, we can note the proposed method is not only exhibit successful foreground detection results, but also promises an effective and efficient system for background modelling.

Anahtar Kelimeler

Kaynakça

  1. [1] T. Bouwmans, Subspace learning for background modeling: A survey, Recent Patents on Computer Science, 2 (2009) 223-234.
  2. [2] N.M. Oliver, B. Rosario, A.P. Pentland, A bayesian computer vision system for modeling human interactions, Pattern Analysis and Machine Intelligence, IEEE Transactions on, 22 (2000) 831-843.
  3. [3] F. De La Torre, M.J. Black, A framework for robust subspace learning, International Journal of Computer Vision, 54 (2003) 117-142.
  4. [4] C. Guyon, E.-h. Zahzah, T. Bouwmans, Robust principal component analysis for background subtraction: systematic evaluation and comparative analysis, Citeseer2012.
  5. [5] D.-M. Tsai, S.-C. Lai, Independent component analysis-based background subtraction for indoor surveillance, image Processing, IEEE Transactions on, 18 (2009) 158-167.
  6. [6] C. Wren, A. Azarbayejani, T. Darrell, A. Pentland, P nder: Real-time tracking of the human body. Media Lab 353, MIT1995.
  7. [7] T. Bouwmans, Traditional and recent approaches in background modeling for foreground detection: An overview, Computer Science Review, 11 (2014) 31-66.
  8. [8] M.B. Gülmezoğlu, V. Dzhafarov, A. Barkana, The common vector approach and its relation to principal component analysis, Speech and Audio Processing, IEEE Transactions on, 9 (2001) 655-662.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Mühendislik

Bölüm

Araştırma Makalesi

Yazarlar

Şahin Işık
ESKISEHIR OSMANGAZI UNIV
Türkiye

Kemal Özkan
ESKISEHIR OSMANGAZI UNIV
Türkiye

Ömer Nezih Gerek
ANADOLU ÜNİVERSİTESİ
Türkiye

Muzaffer Doğan Bu kişi benim
ANADOLU ÜNİVERSİTESİ

Yayımlanma Tarihi

26 Aralık 2016

Gönderilme Tarihi

18 Kasım 2016

Kabul Tarihi

1 Aralık 2016

Yayımlandığı Sayı

Yıl 2016 Cilt: 4 Sayı: Special Issue-1

Kaynak Göster

APA
Işık, Ş., Özkan, K., Gerek, Ö. N., & Doğan, M. (2016). A new subspace based solution to background modelling and change detection. International Journal of Intelligent Systems and Applications in Engineering, 4(Special Issue-1), 82-86. https://doi.org/10.18201/ijisae.267148
AMA
1.Işık Ş, Özkan K, Gerek ÖN, Doğan M. A new subspace based solution to background modelling and change detection. International Journal of Intelligent Systems and Applications in Engineering. 2016;4(Special Issue-1):82-86. doi:10.18201/ijisae.267148
Chicago
Işık, Şahin, Kemal Özkan, Ömer Nezih Gerek, ve Muzaffer Doğan. 2016. “A new subspace based solution to background modelling and change detection”. International Journal of Intelligent Systems and Applications in Engineering 4 (Special Issue-1): 82-86. https://doi.org/10.18201/ijisae.267148.
EndNote
Işık Ş, Özkan K, Gerek ÖN, Doğan M (01 Aralık 2016) A new subspace based solution to background modelling and change detection. International Journal of Intelligent Systems and Applications in Engineering 4 Special Issue-1 82–86.
IEEE
[1]Ş. Işık, K. Özkan, Ö. N. Gerek, ve M. Doğan, “A new subspace based solution to background modelling and change detection”, International Journal of Intelligent Systems and Applications in Engineering, c. 4, sy Special Issue-1, ss. 82–86, Ara. 2016, doi: 10.18201/ijisae.267148.
ISNAD
Işık, Şahin - Özkan, Kemal - Gerek, Ömer Nezih - Doğan, Muzaffer. “A new subspace based solution to background modelling and change detection”. International Journal of Intelligent Systems and Applications in Engineering 4/Special Issue-1 (01 Aralık 2016): 82-86. https://doi.org/10.18201/ijisae.267148.
JAMA
1.Işık Ş, Özkan K, Gerek ÖN, Doğan M. A new subspace based solution to background modelling and change detection. International Journal of Intelligent Systems and Applications in Engineering. 2016;4:82–86.
MLA
Işık, Şahin, vd. “A new subspace based solution to background modelling and change detection”. International Journal of Intelligent Systems and Applications in Engineering, c. 4, sy Special Issue-1, Aralık 2016, ss. 82-86, doi:10.18201/ijisae.267148.
Vancouver
1.Şahin Işık, Kemal Özkan, Ömer Nezih Gerek, Muzaffer Doğan. A new subspace based solution to background modelling and change detection. International Journal of Intelligent Systems and Applications in Engineering. 01 Aralık 2016;4(Special Issue-1):82-6. doi:10.18201/ijisae.267148

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