Classifying image texture with statistical landscape features

Cun Lu Xu; Yan Qiu Chen

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Classifying image texture with statistical landscape features

机译：使用统计景观特征对图像纹理进行分类

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摘要

This paper proposes to use three-dimensional information derived from the graph of an image function for texture description. The graph of an image function is a rumpled surface appearing like a landscape. To characterize the texture through this landscape, six novel texture feature curves based on the statistics of the geometrical and topological properties of the solids shaped by the graph and a variable horizontal plane are used. The proposed statistical landscape features have been shown by systematic experiments to offer very low error rates on a large subset of the Brodatz texture album having excluded some nonhomogeneous images, the entire Brodatz texture set, as well as the VisTex texture collection.

机译：本文建议使用从图像函数图得出的三维信息进行纹理描述。图像函数的图形是看起来像风景的弄皱的表面。为了通过该景观表征纹理，使用了六种新颖的纹理特征曲线，这些曲线基于通过图形和可变水平面成形的固体的几何和拓扑特性的统计数据。系统的实验表明，建议的统计景观特征可在Brodatz纹理相册的大部分子集上提供极低的错误率，该错误子集排除了一些不均匀的图像，整个Brodatz纹理集以及VisTex纹理集合。

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来源
《Pattern Analysis and Applications》 |2006年第4期|p.321-331|共11页
作者
Cun Lu Xu; Yan Qiu Chen;
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作者单位

Department of Computer Science and Engineering, School of Information Science and Engineering, Fudan University, Shanghai 200433, China;

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收录信息美国《科学引文索引》(SCI);
原文格式 PDF
正文语种 eng
中图分类计算技术、计算机技术;
关键词
texture; texture classification; statistical landscape features; feature curve;

机译：质地;纹理分类;统计景观特征;特征曲线;

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1. On size invariance texture image retrieval by fuzzy logic classifier and scattering statistical features [J] . Wang Juan, Zhang Jiangshe, Zhao Mingming Pattern Analysis and Applications . 2016,第2期

机译：基于模糊逻辑分类器的尺寸不变纹理图像检索和散射统计特征
2. Statistical multiscale blob features for classifying and retrieving image texture from large-scale databases [J] . Qi Xu Haishan Wu and Yan Qiu Chen Journal of Electronic Imaging . 2010,第4期

机译：统计多尺度斑点特征用于从大规模数据库中分类和检索图像纹理
3. Statistical multiscale blob features for classifying and retrieving image texture from large-scale databases [J] . Qi Xu, Haishan Wu, Yan Qiu Chen Journal of electronic imaging . 2010,第4期

机译：统计多尺度斑点特征用于从大规模数据库中分类和检索图像纹理
4. Chromatic Statistical Landscape Features for Retrieval of Color Textured Images [C] . Xu Cun Lu, Zhen Xian Tong Fourth International Conference on Internet Computing for Science and Engineering . 2010

机译：彩色统计图像的色度统计景观特征检索
5. Features and statistical classifiers for face image analysis. [D] . Song, Qing. 2000

机译：面部图像分析的功能和统计分类器。
6. Texture analysis in 177Lu SPECT phantom images: Statistical assessment of uniformity requirements using texture features [O] . Anna Sarnelli, Emilio Mezzenga, Alessandro Vagheggini, 2012

机译：177Lu SPECT幻像图像中的纹理分析：使用纹理特征对均匀性要求进行统计评估
7. Table 9: Confusion matrix for classification performed on generated textures features images using Naive Bayes Classifier. [O] . -1

机译：表9：对生成纹理进行分类的混淆矩阵具有使用Naive Bayes分类器的图像。
8. Classification of JERS-1 Image Mosaic of Central Africa Using A Supervised Multiscale Classifier of Texture Features [R] . Saatchi, Sassan, DeGrandi, Franco, Simard, Marc, 1999

机译：利用有监督的多尺度纹理特征分类器对中非JERs-1图像拼接进行分类

Classifying image texture with statistical landscape features

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