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Author:

Ma, Wei (Ma, Wei.) | Yang, Luwei (Yang, Luwei.) | Zhang, Yu (Zhang, Yu.) | Duan, Lijuan (Duan, Lijuan.) (Scholars:段立娟)

Indexed by:

EI Scopus SCIE

Abstract:

The paper presents an approach to cutting out the same target object from a pair of stereo images interactively. With this approach, a user labels parts of the object and background in either of the images with strokes. The approach generates a segmentation result immediately. In case it is not satisfying, the result can be improved by interactively drawing more strokes, or using an alternative interaction way called adding corresponding points, which is first presented in this paper. The proposed segmentation approach is capable of providing feedback fast after each interaction. The fast computation is performed in the framework of graph cut. First, the labeled parts are used to learn foreground and background color models. Next, an energy function is built by formulating the similarities between unlabeled pixels and the foreground/background color models, color difference between neighbor pixels, and stereo correspondences obtained by SIFT feature matching. At last, graph cut is utilized to find the optimum of the energy function and obtain a segmentation result. Different from state-of-the-art methods, our segmentation approach formulates sparse correspondences rather than dense matches as stereo constraints in the energy function. Experimental results demonstrate that our method is faster in computation. In the meanwhile, it generates comparable results with state-of-the-art methods.

Keyword:

Sparse correspondences Stereo image segmentation Interactive segmentation Graph cut

Author Community:

  • [ 1 ] [Ma, Wei]Beijing Univ Technol, Coll Comp Sci, 100 Pingleyuan St, Beijing 100124, Peoples R China
  • [ 2 ] [Yang, Luwei]Beijing Univ Technol, Coll Comp Sci, 100 Pingleyuan St, Beijing 100124, Peoples R China
  • [ 3 ] [Zhang, Yu]Beijing Univ Technol, Coll Comp Sci, 100 Pingleyuan St, Beijing 100124, Peoples R China
  • [ 4 ] [Duan, Lijuan]Beijing Univ Technol, Coll Comp Sci, 100 Pingleyuan St, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Ma, Wei]Beijing Univ Technol, Coll Comp Sci, 100 Pingleyuan St, Beijing 100124, Peoples R China

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Source :

MULTIMEDIA TOOLS AND APPLICATIONS

ISSN: 1380-7501

Year: 2016

Issue: 18

Volume: 75

Page: 10935-10948

3 . 6 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:167

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 6

SCOPUS Cited Count: 9

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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