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Author:

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

Indexed by:

Scopus SCIE

Abstract:

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.

Keyword:

prior model similarity graph cut stereo image segmentation interactive segmentation Disparity

Author Community:

  • [ 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

Reprint Author's Address:

  • [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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Source :

IEEE SIGNAL PROCESSING LETTERS

ISSN: 1070-9908

Year: 2016

Issue: 11

Volume: 23

Page: 1533-1537

3 . 9 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:166

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 6

SCOPUS Cited Count: 7

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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