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作者:

Ma, Wei (Ma, Wei.) | Qin, Yue (Qin, Yue.) | Yang, Luwei (Yang, Luwei.) | Xu, Shibiao (Xu, Shibiao.) | Zhang, Xiaopeng (Zhang, Xiaopeng.)

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Scopus SCIE

摘要:

This letter presents an approach to extracting a target object interactively from a given pair of stereo images. First, a user marks a few parts of the object and background in either of the two views with strokes. The marked pixels are used to generate the prior models of the foreground and background. Second, a graph is constructed with constraints formulated by the priors of foreground/background, similarities between intraview neighbor pixels and correspondences between interview pixels. Third, two segments of the foreground are extracted from the two views by optimization of the graph via graph cut. Traditional methods generally define the priors and neighbor similarities in RGB space. Differently, the proposed method integrates disparity distributions of foreground/background to enrich the priors and defines the similarity metric between neighbor pixels in RGB-D space. The proposed method that utilizes RGB-D hybrid constraints generates stereo segments with accuracies higher than those obtained by state-of-the-art methods.

关键词:

prior model similarity graph cut stereo image segmentation interactive segmentation Disparity

作者机构:

  • [ 1 ] [Ma, Wei]Beijing Univ Technol, Beijing 100871, Peoples R China
  • [ 2 ] [Qin, Yue]Beijing Univ Technol, Beijing 100871, Peoples R China
  • [ 3 ] [Yang, Luwei]Beijing Univ Technol, Beijing 100871, Peoples R China
  • [ 4 ] [Xu, Shibiao]Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
  • [ 5 ] [Zhang, Xiaopeng]Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China

通讯作者信息:

  • [Xu, Shibiao]Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China;;[Zhang, Xiaopeng]Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China

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来源 :

IEEE SIGNAL PROCESSING LETTERS

ISSN: 1070-9908

年份: 2016

期: 11

卷: 23

页码: 1533-1537

3 . 9 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:166

中科院分区:3

被引次数:

WoS核心集被引频次: 6

SCOPUS被引频次: 7

ESI高被引论文在榜: 0 展开所有

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