Total Variation and Rank-1 Constraint RPCA for Background Subtraction

Total Variation and Rank-1 Constraint RPCA for Background Subtraction

Background subtraction (BS) in video sequences is a main research field, and the aim is to separate moving objects in the foreground from stationary background. Using the framework of schemes-based robust principal component analysis (RPCA), we propose a novel BS method employing the more refined pr...

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Bibliographic Details
Main Authors: Jize Xue, Yongqiang Zhao, Wenzhi Liao, Jonathan Cheung-Wai Chan
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Background subtraction
total variation
rank-1 property
robust principal component analysis
spatial-temporal correlations
Online Access:https://ieeexplore.ieee.org/document/8454775/

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