Texture Image Segmentation using Spectral Histogram and Skeleton Extracting

机译：纹理图像分割使用光谱直方图和骨架提取

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This paper presents a texture image segmentation algorithm using spectral histogram and skeleton extracting. No need of selecting seed pixels or specifying or deciding the number of regions is its remarkable characteristic. Based on a local spatial/frequency representation, spectral histogram consists of marginal distributions of responses of a bank of filters and encodes implicitly the local structure of images through the filtering stage and the global appearance through the histogram stage. The similarity between two spectral histograms is measured using χ~2 - statistic. According to the similarity among spectral histograms, the initial binary segmentation image can be obtained. Adopting skeleton extracting algorithm based on mathematical morphology, the final segmentation result can be obtained. Experiments on Brodatz textures give satisfactory results.

机译：本文呈现了一种纹理图像分割算法，使用光谱直方图和骨架提取。不需要选择种子像素或指定或决定区域的数量是其显着的特征。基于局部空间/频率表示，光谱直方图由滤波器银行的响应的边缘分布组成，并且通过滤波阶段通过直方图阶段通过滤波阶段隐式地编码图像的本地结构。使用χ〜2 - 统计来测量两个光谱直方图之间的相似性。根据光谱直方图之间的相似性，可以获得初始二进制分割图像。采用基于数学形态学的骨架提取算法，可以获得最终分割结果。 Brodatz Textures的实验给出了令人满意的结果。

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来源
《International Conference on Electronic Computer Technology》|2009年||共4页
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作者
Hongman Wang; Jie Na;
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中图分类 TP3-53;
关键词
Textures segmentation; Spectral histogram; Filters; χ~2 -statistic; Skeleton extracting; Mathematical morphology;

机译：纹理分割;光谱直方图;过滤器;χ〜2 - 雕刻;骨架提取;数学形态学;

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专利

1. Image and Texture Segmentation Using Local Spectral Histograms [J] . Liu X., Wang D. IEEE Transactions on Image Processing . 2006,第期

机译：使用局部光谱直方图的图像和纹理分割
2. Mean Field Decomposition of A Posteriori Probability for MRF-Based Image Segmentation: Unsupervised Multispectral Textured Image Segmentation [J] . Hideki NODA, Mehdi N. SHIRAZI, Nobuteru TAKAO IEICE Transactions on Information and Systems . 1999,第12期

机译：基于MRF的图像分割的后验概率平均场分解：无监督多光谱纹理图像分割
3. A fully unsupervised color textured image segmentation algorithm using weighted mean histograms features - Springer [J] . Md. Mahbubur Rahman, Susumu Horiguchi Signal, Image and Video Processing . 2012,第2期

机译：使用加权平均直方图特征的完全无监督的彩色纹理图像分割算法-Springer
4. Texture Image Segmentation Using Spectral Histogram and Skeleton Extracting [C] . Wang Hongman, Na Jie Electronic Computer Technology . 2009

机译：光谱直方图和骨架提取的纹理图像分割
5. Remote Sensing Image Segmentation and Object Extraction Based on Spectral and Texture Information. [D] . Yuan, Jiangye. 2012

机译：基于光谱和纹理信息的遥感图像分割与目标提取。
6. Radiomics Evaluation of Histological Heterogeneity Using Multiscale Textures Derived From 3D Wavelet Transformation of Multispectral Images [O] . Ahmad Chaddad, Paul Daniel, Tamim Niazi 2018

机译：使用多光谱纹理的3D小波变换衍生的多尺度纹理对组织学异质性进行放射学评估
7. Textured image segmentation based on local spectral histogram and active contour [O] . Xie Xianghua 2009

机译：基于局部光谱直方图和主动轮廓的纹理图像分割

Texture Image Segmentation using Spectral Histogram and Skeleton Extracting

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