A Novel Background Subtraction Method for Moving Vehicle Detection

カテゴリ: 論文誌(論文単位)

グループ名: 【A】基礎・材料・共通部門

発行日: 2012/10/01

タイトル(英語): A Novel Background Subtraction Method for Moving Vehicle Detection

著者名: Xiaofeng Lu (Graduate School of Science and Technology, Nihon University/Faculty of Computer Science and Engineering, Xi'an University of Technology), Takashi Izumi (Graduate School of Science and Technology, Nihon University), Lin Teng (Graduate School o

著者名(英語): Xiaofeng Lu (Graduate School of Science and Technology, Nihon University/Faculty of Computer Science and Engineering, Xi'an University of Technology), Takashi Izumi (Graduate School of Science and Technology, Nihon University), Lin Teng (Graduate School of Science and Technology, Nihon University), Tadahiro Horie (Graduate School of Science and Technology, Nihon University), Lei Wang (Faculty of Computer Science and Engineering, Xi'an University of Technology)

キーワード: background subtraction，background modeling，foreground detection，background maintenance，Choquet integral

要約(英語): Background subtraction is a method typically used to segment moving vehicles in image sequences taken from a static camera by comparing each new frame with a model of the background scene. This paper presents a robust background subtraction algorithm which reduces the influence of illumination changes and shadows and adapts to rapid changes in the traffic scene. A statistical background modeling method is presented, which is based on a histogram at the pixel level and produces a color model from a series of frames. For foreground detection, we propose the Choquet integral to fuse the three color-component similarity measures and a texture similarity measure based on a uniform local binary pattern. Finally, we propose a new adaptive background maintenance method. The experimental results for several dataset videos show that the proposed method is more efficient, robust, and accurate than classical approaches.

本誌: 電気学会論文誌A（基礎・材料・共通部門誌） Vol.132 No.10 （2012） 特集（Ⅰ）：新機能性ナノスケール磁性材料の作製・評価 特集（Ⅱ）：イノベーションを支える最新の計測技術2012

本誌掲載ページ: 857-863 p

原稿種別: 論文／英語

電子版へのリンク: https://www.jstage.jst.go.jp/article/ieejfms/132/10/132_857/_article/-char/ja/