We study the foreground–background separation problem for a video stream in the moment matching framework. We first show how a video stream can be represented as the steady-state output of a dynamical system. We then leverage this technique to reconstruct image sequences in a video stream. In addition, we show that foreground–background separation is a special case of this reconstruction algorithm. Finally, we highlight the computational benefits of the proposed method when compared to other methods that associate a sequence of images with a dynamical system.

Bhattacharjee, D., Fahim Shakib, M., Astolfi, A. (2025). Foreground–background separation and video reconstruction using moment matching. EUROPEAN JOURNAL OF CONTROL, 86(Part A) [10.1016/j.ejcon.2025.101291].

Foreground–background separation and video reconstruction using moment matching

Alessandro Astolfi
2025-01-01

Abstract

We study the foreground–background separation problem for a video stream in the moment matching framework. We first show how a video stream can be represented as the steady-state output of a dynamical system. We then leverage this technique to reconstruct image sequences in a video stream. In addition, we show that foreground–background separation is a special case of this reconstruction algorithm. Finally, we highlight the computational benefits of the proposed method when compared to other methods that associate a sequence of images with a dynamical system.
2025
Pubblicato
Rilevanza internazionale
Articolo
Esperti anonimi
Settore ING-INF/04
Settore IINF-04/A - Automatica
English
Data-driven algorithms
Foreground–background separation
Moment matching
Bhattacharjee, D., Fahim Shakib, M., Astolfi, A. (2025). Foreground–background separation and video reconstruction using moment matching. EUROPEAN JOURNAL OF CONTROL, 86(Part A) [10.1016/j.ejcon.2025.101291].
Bhattacharjee, D; Fahim Shakib, M; Astolfi, A
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/454535
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