Interpretable Neural Networks for Video Separation : Deep Unfolding RPCA With Foreground Masking

We present two deep unfolding neural networks for the simultaneous tasks of background subtraction and foreground detection in video. Unlike conventional neural networks based on deep feature extraction, we incorporate domain-knowledge models by considering a masked variation of the robust principal...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. - 1992. - 33(2023) vom: 29., Seite 108-122
1. Verfasser: Joukovsky, Boris (VerfasserIn)
Weitere Verfasser: Eldar, Yonina C, Deligiannis, Nikos
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
Schlagworte:Journal Article