Computer Science ›› 2016, Vol. 43 ›› Issue (Z11): 242-246.doi: 10.11896/j.issn.1002-137X.2016.11A.056

Previous Articles     Next Articles

Clothing Image Retrieval Method Based on Improved GrabCut Algorithm

HU Yu-ping, XIAO Hang and LUO Dong-jun   

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

Abstract: In order to eliminate interference of clothing image background,GrabCut algorithm was introduced.But the current GrabCut algorithm is sensitive to local noise and time-consuming,and its segmentation edge is not accurate.To solve these problems,the multi-scale watershed algorithm to de-noise gradient image was employed,enhancing the ima-ge edge points and reducing the subsequent processing computation.To reduce the loss of image key features,we employed entropy penalty factor optimal segmentation energy function,reducing the effective information loss of image retrieval.And then we introduced the improved GrabCut algorithm to content based clothing image retrieval system.The experimental results show the method has obvious advance on the accuracy of retrieval effect than the existing algorithms.

Key words: Image retrieval,GrabCut algorithm,Image segmentation,Image background

[1] Forczmański P,Czapiewski P,Frejlichowski D.Comparing Clo-thing Styles by Means of Computer Vision Methods[J].Computer Vision and Graphics,2014,6(71):203-211
[2] Wu Xiao,Zhao Bo,Liang Ling-ling,et al.Clothing Extraction by Coarse Region Localization and Fine Foreground/Background Estimation[J].Advances in Multimedia Modeling,2013,7(33):316-326
[3] 林瑶,田捷.医学图像分割方法综述[J].模式识别与人工智能,2002,5 (2):192-204
[4] Mortensen E N,Barrett W A.Intelligent scissors for image composition[C]∥Proceedings of the 22nd Annual Conference on Computer Graphics and Interactive Techniques.1995;191-198
[5] 郝凯.图像及图像序列上的交互抠图技术研究[D].南京:南京理工大学,2012
[6] Falcao A X,Udupa J K,Samarasekera S,et al.User-steered ima-ge segmentation paradigms:Live wire and live lane[J].Graphi-cal Models and Image Processing,1998,0(4):233-260
[7] Rother C,Kolmogrov V,Blake A.GrabCut:interactive fore-ground extraction using iterated graph cuts[J].ACM Transactions on Graphics,2004,23(3):309-314
[8] Lee T S.Image representation using 2D Gabor wavelets[J].Pattern Analysis and Machine Intelligence,1996,8(10):959-971
[9] Arifina A Z.Image segmentation by histogram thresholding using hierarchical cluster analysis[J].Pattern Recognition Letters,2006,7(13):1515-1521
[10] 韦娜,耿国华,周明全.基于内容的图像检索系统性能评价[J],中国图形图象学报,2004,9(11):1271-1276

No related articles found!
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!