Computer Science ›› 2017, Vol. 44 ›› Issue (Z11): 269-272.doi: 10.11896/j.issn.1002-137X.2017.11A.057

Previous Articles     Next Articles

Interactive Image Co-segmentation with Saliency Constraint

WANG Yi, XU Wen-di, YU Hui-bin, ZHENG He-rong and PAN Xiang   

  • Online:2018-12-01 Published:2018-12-01

Abstract: Aiming at the problem that the similarity of common objects cannot be calculated accurately because of the interference of the background region,we proposed an image co-segmentation algorithm by image saliency and SIFT flow image alignment algorithm.Firstly,the algorithm calculates the image saliency features.Secondly,images are aligned with user specified image by SIFT flow.Therefore,the possibility of labels by image saliency and matching can be obtained.Finally,optimization segmentation boundary is refined by minimum cut algorithm.Experimental analysis shows that the algorithm can obtain better segmentation quality.

Key words: Image co-segmentation,SIFT flow,Image saliency,Graph cut

[1] VICENTE S,ROTHER C,KOLMOGOROV V.Object coseg-mentation[C]∥IEEE Computer Society Conference on Compu-ter Vision and Pattern Recognition.2011:2217-2224.
[2] ROTHER C,MINKA T,BLAKE A,et al.Cosegmentation ofImage Pairs by Histogram Matching-Incorporating a Global Constraint into MRFs[C]∥2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.2006:993-1000.
[3] BATRA D,KOWDLE A,PARIKH D,et al.iCoseg:Interactive co-segmentation with intelligent scribble guidance[C]∥IEEE Conference on Computer Vision & Pattern Recognition.2010:3169-3176.
[4] COLLINS M D.Random walks based multi-image segmenta-tion:Quasiconvexity results and GPU-based solutions[C]∥IEEE Conference on Computer Vision and Pattern Recognition.2012:1656-1663.
[5] 谭兵.图像显著性区域检测及其GPU并行计算[D].大连:大连理工大学,2012.
[6] ITTI L,KOCH C,NIEBUR E.A Model of Saliency-Based VisualAttention for Rapid Scene Analysis[J].IEEE Transactions on Pattern Analysis & Machine Intelligence,1998,20(11):1254-1259.
[7] HOU X,ZHANG L.Saliency detection:A spectral residual approach[C]∥IEEE Conference on Computer Vision and Pattern Recognition.Minneapolis:IEEE Computer Press,2007:1-8.
[8] SCHIKOPF B,PLATT J,HOFMANN T.Graph-Based Visual Saliency[C]∥ International Conference on Neural Information Processing Systems.2006:545-552.
[9] CHENG M M,MITRA N J,HUANG X,et al.Global Contrast Based Salient Region Detection[J].IEEE Transactions on Pattern Analysis & Machine Intelligence,2015,37(3):409-416.
[10] FELZENSZWALB P F,HUTTENLOCHER D P.Efficient Graph-Based Image Segmentation[J].International Journal of Computer Vision,2004,59(2):167-181.
[11] ZHANG J M,QIAN D H.An Optical Flow Computing Method with the Local and Global Methods Combined[J].Computer Engineering & Science,2005,27(5):33-35.
[12] LIU C,YUEN J,TORRALBA A.SIFT flow:dense correspondence across scenes and its applications[J].IEEE Transactions on Software Engineering,2011,33(5):978-994.
[13] FELZENSZWALB P F,HUTTENLOCHER D P.Efficient Belief Propagation for Early Vision[J].International Journal of Computer Vision,2006,70(1):41-54.
[14] CARREIRA J,SMINCHISESCU C.Constrained Parametric Min-Cuts for Automatic Object Segmentation[J].IEEE Transactions on Software Engineering,2010,23(3):3241-3248.

No related articles found!
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!