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Web image indexing by using associated texts
Zhiguo Gong; Leong Hou U; Chan Wa Cheang
2005-10-29
Source PublicationKnowledge and Information Systems
ISSN0219-1377
Volume10Issue:2Pages:243-264
Abstract

In order to index Web images, the whole associated texts are partitioned into a sequence of text blocks, then the local relevance of a term to the corresponding image is calculated with respect to both its local occurrence in the block and the distance of the block to the image. Thus, the overall relevance of a term is determined as the sum of all its local weight values multiplied by the corresponding distance factors of the text blocks. In the present approach, the associated text of a Web image is firstly partitioned into three parts, including a page-oriented text (TM), a link-oriented text (LT), and a caption-oriented text (BT). Since the big size and semantic divergence, the caption-oriented text is further partitioned into finer blocks based on the tree structure of the tag elements within the BT text. During the processing, all heading nodes are pulled up in order to correlate with their semantic scopes, and a collapse algorithm is also exploited to remove the empty blocks. In our system, the relevant factors of the text blocks are determined by using a greedy Two-Way-Merging algorithm.

KeywordIndexing Retrieval Segmentation Text-based Web Images
DOI10.1007/s10115-005-0231-8
URLView the original
Indexed BySCIE ; CPCI-S
Language英語English
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Information Systems
WOS IDWOS:000240777300007
Scopus ID2-s2.0-33747175098
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Citation statistics
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
AffiliationFaculty of Science and Technology, University of Macau, Macao, P.R. China
First Author AffilicationFaculty of Science and Technology
Recommended Citation
GB/T 7714
Zhiguo Gong,Leong Hou U,Chan Wa Cheang. Web image indexing by using associated texts[J]. Knowledge and Information Systems, 2005, 10(2), 243-264.
APA Zhiguo Gong., Leong Hou U., & Chan Wa Cheang (2005). Web image indexing by using associated texts. Knowledge and Information Systems, 10(2), 243-264.
MLA Zhiguo Gong,et al."Web image indexing by using associated texts".Knowledge and Information Systems 10.2(2005):243-264.
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