Interactive Stereo Image Segmentation With RGB-D Hybrid Constraints

doi:10.1109/LSP.2016.2605133

	Interactive Stereo Image Segmentation With RGB-D Hybrid Constraints
	Ma, Wei 1; Qin, Yue 1; Yang, Luwei 1; Xu, Shibiao2 ; Zhang, Xiaopeng2
发表期刊	IEEE SIGNAL PROCESSING LETTERS
	2016-09-01
卷号	23 期号:11 页码:1533-1537
文章类型	Article
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	Disparity Graph Cut Interactive Segmentation Prior Model Similarity Stereo Image Segmentation
WOS标题词	Science & Technology ; Technology
DOI	10.1109/LSP.2016.2605133
收录类别	SCI
语种	英语
项目资助者	Beijing Municipal Natural Science Foundation(4152006) ; Scientific Research Project of Beijing Educational Committee(KM201510005015) ; Ri-Xin Talents Project(2014-RX-L06) ; International Cooperation of Beijing University of Technology ; National Natural Science Foundation of China(61332017 ; 61271430)
WOS研究方向	Engineering
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:000395016300006
引用统计	被引频次：6[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/14415
专题	多模态人工智能系统全国重点实验室_多媒体计算
通讯作者	Xu, Shibiao
作者单位	1.Beijing Univ Technol, Beijing 100871, Peoples R China 2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
通讯作者单位	模式识别国家重点实验室
推荐引用方式 GB/T 7714	Ma, Wei,Qin, Yue,Yang, Luwei,et al. Interactive Stereo Image Segmentation With RGB-D Hybrid Constraints[J]. IEEE SIGNAL PROCESSING LETTERS,2016,23(11):1533-1537.
APA	Ma, Wei,Qin, Yue,Yang, Luwei,Xu, Shibiao,&Zhang, Xiaopeng.(2016).Interactive Stereo Image Segmentation With RGB-D Hybrid Constraints.IEEE SIGNAL PROCESSING LETTERS,23(11),1533-1537.
MLA	Ma, Wei,et al."Interactive Stereo Image Segmentation With RGB-D Hybrid Constraints".IEEE SIGNAL PROCESSING LETTERS 23.11(2016):1533-1537.

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