《机电工程》杂志,月刊( 详细... )

中国标准连续出版物号 ISSN 1001-4551 CN 33-1088/TH
主办单位浙江省机电集团有限公司
浙江大学
主编赵 群
副 主 编唐任仲、罗向阳(执行主编)
总 经 理罗向阳
出 版浙江《机电工程》杂志社有限公司
地 址杭州市上城区延安路95号浙江省机电集团大楼二楼211、212室
电话Tel+86-571-87041360、87239525
E-mailmeem_contribute@163.com
国外发行中国国际图书贸易总公司
订阅全国各地邮局   国外代号M3135
国内发行浙江省报刊发行局
邮发代号32-68
广告发布登记证:杭上市管广发G-001号

在线杂志

当前位置: 机电工程 >>在线杂志

基于HVS的自然场景图像特征提取方法

作者:诸葛振荣,徐 敏 日期:2007-12-28/span> 浏览:3568 查看PDF文档

基于HVS的自然场景图像特征提取方法

诸葛振荣,徐 敏
(浙江大学 电气工程学院,浙江 杭州 310027)

摘 要:提出了基于人类视觉系统的自然场景图像颜色和纹理特征提取方法。介绍了两类低层图像特征颜色和纹理特征提取方法,分别提出了以自适应主导色原理来表示颜色特征、采用纹理灰度图的空频域特性表示空间纹理特征;以ACA方法获得自适应主导色、以可控金字塔滤波分解的方法获取纹理特征。同时还介绍了优化颜色构成距离度量和纹理距离度量,最后给出了实验结果和分析。
关键词:人类视觉系统;特征提取;优化颜色构成距离;纹理距离度量;可控金字塔滤波分解

Nature scene image extraction method based on HVS
ZHUGE Zhenrong, XU Min
(College of Electrical Engineering, Zhejiang University, Hangzhou 310027, China)

Abstract: A nature scene image colortexture feature extraction method based on human visual system (HVS) was proposed. Two types of lowlevel image features color and texture feature extraction methods were introduced, and adaptive dominant colors principle described color features, spatial and frequency characterristic of texture grayscale component describes texture features, using adaptive clustering algorithm(ACA) to get adaptive dominant colors and steerable pyramid filter decomposition to extract texture features. Meanwhile, optimal colorcomposition distance (OCCD) and texture distance metric approach were also presented. Finally experiment results and analysis were given out.
Key words: human visual system (HVS); feature extraction; optimal color composition distancel (OCCD); texture distance metricl (TDM); streerable pyramid filter decomposition

参考文献(Reference):
[1]PAPPAS T N. An adaptive clustering algorithm for image segmentation[J]. IEEE Trans. Signal Process,1992,40(4):901-914.
[2]MOJSILOVIC A, HU J, SOLJANIN E. Extraction of perceptually important colors and similarity measurement for image matching, retrieval, and analysis[J]. IEEE Trans Image Process,2002,11(11): 1238-1248.
[3]FREEMAN W T, ADELSON E H. The design and use of steerable filters[J]. IEEE Trans. Pattern Anal. Mach. Intell.,1991,13(9):891-906.
[4]SIMONCELLI E P, FREEMAN W T. The Steerable Pyramid: A Flexible Architecture for Multiscale Derivative Computation[C]//Proc. Int. Conf.Image Processing, vol III, Washington DC, 1995:444-447.
[5]CHEN Junqing, PAPPAS T N, MOJSILOVIC A, et al. Adaptive image segmentation based on color and texture[J]. IEEE Image Process,2002,3:777-780.
[6]COMANICIU D, MEER P. Robust Analysis of Feature Spaces: Color Image Segmentation[C]. Proc. IEEE Conf. Computer Vision and Pattern Recognition, San Juan, PR, 1997:750-755.



友情链接

浙江机械信息网