Automatic Categorization for WWW Images with Applications for Retrieval Navigation

机译：WWW图像的自动分类及其在检索导航中的应用

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We propose a novel categorization for web images based on their image and text data, and propose new applications using this categorization. We have defined eight categories of images used in web pages, constructed a tree structure for the categorization, and applied Support Vector Machines (SVMs) to each stage of the categorization. We then conducted experiments to categorize a large number of web images, collected from the web sites of 130 listed Japanese companies, and found that they were well categorized with 90% precision. We discuss new applications using the image categories to help users navigate web pages. In addition to this, we examined a correlation with the image categories and the classification of web pages, and conducted an experiment to construct an object from web image.

机译：我们提出了一种基于Web图像的图像和文本数据的新颖分类方法，并提出了使用该分类方法的新应用程序。我们已经定义了网页中使用的八类图像，构造了用于分类的树结构，并将支持向量机（SVM）应用于分类的每个阶段。然后，我们进行了实验，对从130家日本上市公司的网站中收集到的大量网络图像进行了分类，发现它们的分类准确率高达90％。我们讨论使用图像类别的新应用程序，以帮助用户浏览网页。除此之外，我们检查了与图像类别和网页分类的相关性，并进行了从网页图像构造对象的实验。

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来源
《Pacific Rim Conference on Multimedia(PCM 2004) pt.1; 20041130-1203; Tokyo(JP)》|2004年|P.174-181|共8页
会议地点 Tokyo(JP)
作者
Koji Nakahira; Satoshi Ueno; Kiyoharu Aizawa;
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作者单位

Department of Frontier Informatics The University of Tokyo;

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原文格式 PDF
正文语种 eng
中图分类多媒体技术与多媒体计算机;
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2. Automatic text categorization and its application to text retrieval [J] . Wai Lam, Ruiz M. IEEE Transactions on Knowledge and Data Engineering . 1999,第6期

机译：自动文本分类及其在文本检索中的应用
3. A robust automatic clustering algorithm for probability density functions with application to categorizing color images [J] . Chen J. H., Chang Y. C., Hung W. L. Communications in Statistics . 2018,第6a7期

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4. Automatic Categorization for WWW Images with Applications for Retrieval Navigation [C] . Koji Nakahira, Satoshi Ueno, Kiyoharu Aizawa Pacific Rim Conference on Multimedia . 2004

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5. Image retrieval as information seeking behavior? Self-categorizations of user motivations to retrieve images. [D] . Schlak, Timothy Michael. 2010

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6. Automatic Categorization and Scoring of Solid Part-Solid and Non-Solid Pulmonary Nodules in CT Images with Convolutional Neural Network [O] . Xiaoguang Tu, Mei Xie, Jingjing Gao, -1

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7. The test collection for navigational retrieval on WWW data-Design and characteristics [O] . Keizo Oyama, Haruko Ishikawa, Koji Eguchi, 2005

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8. Concept Indexing: A Fast Dimensionality Reduction Algorithm With Applications to Document Retrieval and Categorization. [R] . Karypis, G., Han, E. 2000

机译：概念索引：一种快速降维算法及其在文档检索和分类中的应用。

Automatic Categorization for WWW Images with Applications for Retrieval Navigation

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