A model change detection approach to dynamic scene modeling

Seon Joo Kim, Gianfranco Doretto, Jens Rittscher, Peter Tu, Nils Krahnstoever, Marc Pollefeys

Research output: Chapter in Book/Report/Conference proceedingConference contribution

5 Citations (Scopus)

Abstract

In this work we propose a dynamic scene model to provide information about the presence of salient motion in the scene, and that could be used for focusing the attention of a pan/tilt/zoom camera, or for background modeling purposes. Rather than proposing a set of saliency detectors, we define what we mean by salient motion, and propose a precise model for it. Detecting salient motion becomes equivalent to detecting a model change. We derive optimal online procedures to solve this problem, which enable a very fast implementation. Promising results show that our model can effectively detect salient motion even in severely cluttered scenes, and while a camera is panning and tilting.

Original languageEnglish
Title of host publication6th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2009
Pages490-495
Number of pages6
DOIs
Publication statusPublished - 2009 Dec 25
Event6th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2009 - Genova, Italy
Duration: 2009 Sep 22009 Sep 4

Other

Other6th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2009
CountryItaly
CityGenova
Period09/9/209/9/4

Fingerprint

Cameras
Dynamic models
Detectors

All Science Journal Classification (ASJC) codes

  • Artificial Intelligence
  • Computer Vision and Pattern Recognition
  • Signal Processing
  • Electrical and Electronic Engineering

Cite this

Kim, S. J., Doretto, G., Rittscher, J., Tu, P., Krahnstoever, N., & Pollefeys, M. (2009). A model change detection approach to dynamic scene modeling. In 6th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2009 (pp. 490-495). [5279913] https://doi.org/10.1109/AVSS.2009.30
Kim, Seon Joo ; Doretto, Gianfranco ; Rittscher, Jens ; Tu, Peter ; Krahnstoever, Nils ; Pollefeys, Marc. / A model change detection approach to dynamic scene modeling. 6th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2009. 2009. pp. 490-495
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Kim, SJ, Doretto, G, Rittscher, J, Tu, P, Krahnstoever, N & Pollefeys, M 2009, A model change detection approach to dynamic scene modeling. in 6th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2009., 5279913, pp. 490-495, 6th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2009, Genova, Italy, 09/9/2. https://doi.org/10.1109/AVSS.2009.30

A model change detection approach to dynamic scene modeling. / Kim, Seon Joo; Doretto, Gianfranco; Rittscher, Jens; Tu, Peter; Krahnstoever, Nils; Pollefeys, Marc.

6th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2009. 2009. p. 490-495 5279913.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Kim SJ, Doretto G, Rittscher J, Tu P, Krahnstoever N, Pollefeys M. A model change detection approach to dynamic scene modeling. In 6th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2009. 2009. p. 490-495. 5279913 https://doi.org/10.1109/AVSS.2009.30