全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...

形态小波域多尺度马尔可夫模型在纹理图像分割中的应用

DOI: 10.11834/jig.20110509

Keywords: 形态小波,马尔可夫随机场,分割,纹理

Full-Text   Cite this paper   Add to My Lib

Abstract:

针对图像分割中小波域多尺度马尔可夫模型(MRMRF-W)无法有效描述图像非线性特征,提出了一种在形态小波域下的多尺度MRF模型(MRMRF-MW),实现纹理图像分割。该模型结合了形态小波和MRF各自的优势,能够对图像进行非线性多尺度分解,并在各尺度上进行空间关系建模。通过对两个纹理图像库(Brodatz纹理库、Prague纹理库)中图像的分割实验,验证了该模型的有效性。

References

[1]  Stanislav M;Michal H Prague Texture Segmentation Data Generator and Benchmark 2009
[2]  Brodatz P,Textures-A Photographic Album for Artists and Designers,New York:Dover Publications,Inc,1966.
[3]  Hanson A R;Elliott H,Image segmentation using simple Markov random fields models,Computer Vision Graphics and Image Processing,1982(02).
[4]  Panjwani H,Markov random field models for unsupervised segmentation of textured colors images,IEEE Transactions on Pattern Analysis and Machine Intelligence? ,1995, 17(10).
[5]  Stan Z L,Markov Random Field Modeling in Image Analysis,London:Springer-Verlag,2009.
[6]  刘国英;茅力非;王雷光,基于小波域分层Markov模型的纹理分割,武汉大学学报(信息科学版),2009(05).
[7]  Heijmans H;Coutsias J,Nonlinear multiresolution signal decomposition schemes.II.morphological wavelets,IEEE Transactions on Image Processing,2000(09).
[8]  Anderson;Richard P A method of deriving overall accuracy for single phase watthour meters [J] 1987(02) DOI:10.1109/TPWRD.1987.4308113
[9]  Zhou D Y;Olivier B;Thomas N,Learning with local and global consistency,Cambridge MA USA:MITPress,2004.
[10]  Unnikrishnan R;Hebert M,Measures of similarity,Washington,DC:IEEE Computer Society,2005.
[11]  Feng Li ;Jiaxiong Peng,Double random field models for remote sensing image segmentation,Pattern Recognition Letters?,2004, 25(1).
[12]  Digalakis, V. ;Rohlicek, J.R.,ML estimation of a stochastic linear system with the EM algorithm and its application to speech recognition,IEEE Transactions on Speech and Audio Proceeding?,1993, 1(4).
[13]  宋晓阳;宋克欧;陈亚珠,图像轮廓波变换及变换域隐马尔可夫模型的应用,中国图象图形学报,2009(09).
[14]  Xia, Y. ;Feng, D. ;Zhao, R.,Adaptive Segmentation of Textured Images by Using the Coupled Markov Random Field Model,IEEE Transactions on Image Processing?,2006, 15(11).
[15]  Bouman, C.A. ;Shapiro, M.,A multiscale random field model for Bayesian image segmentation,IEEE Transactions on Image Processing?,1994, 3(2).
[16]  章毓晋,图像处理和分析教程,北京:人民邮电出版社,2009.

Full-Text

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133