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Image Classification and Retrieval with Mining Technologies
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Author(s):
Yu-Jin Zhang (Tsinghua University, Beijing, China)
Copyright:
2009
Pages:
15
Source title:
Handbook of Research on Text and Web Mining Technologies
Source Author(s)/Editor(s):
Min Song
(New Jersey Institute of Technology, USA)and
Yi-Fang Brook Wu
(New Jersey Institute of Technology, USA)
DOI:
10.4018/978-1-59904-990-8.ch006
Keywords:
Data Mining
/
Data Mining and Databases
/
Information Science Reference
/
Library & Information Science
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Image Classification and Retrieval with Mining Technologies
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Abstract
Mining techniques can play an important role in automatic image classification and content-based retrieval. A novel method for image classification based on feature element through association rule mining is presented in this chapter. The effectiveness of this method comes from two sides. The visual meanings of images can be well captured by discrete feature elements. The associations between the description features and the image contents can be properly discovered with mining technology. Experiments with real images show that the new approach provides not only lower classification and retrieval error but also higher computation efficiency.
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