Institute of Computing Technology, Chinese Academy IR
Correlation learning method based on image internal semantic model for CBIR | |
Duan, LJ; Mao, GJ; Gao, W | |
2004 | |
发表期刊 | ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2004, PT 2, PROCEEDINGS |
ISSN | 0302-9743 |
卷号 | 3332页码:172-179 |
摘要 | Semantic-based image retrieval is the desired target of Content-based image retrieval (CBIR). In this paper, we proposed a new method to extract semantic information for CBIR using the relevance feedback results. Firstly it is assumed that positive and negative examples in relevant feedback are containing semantic content added by users. Then image internal semantic model (IISM) is proposed to represent comprehensive pair-wise correlation information for images through analyzing the feedback results. Finally, correlation learning method is proposed to represent the images' pair-wise relationship based on statistical value of access path, access frequency, similarity factor and correlation factor. Experimental results on Corel datasets show the effectiveness of the proposed model and method. |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Information Systems ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000226025200022 |
出版者 | SPRINGER-VERLAG BERLIN |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/9826 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Duan, LJ |
作者单位 | 1.Beijing Univ Technol, Coll Comp Sci, Beijing 100022, Peoples R China 2.Chinese Acad Sci, Comp Technol Inst, Beijing 100080, Peoples R China 3.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China |
推荐引用方式 GB/T 7714 | Duan, LJ,Mao, GJ,Gao, W. Correlation learning method based on image internal semantic model for CBIR[J]. ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2004, PT 2, PROCEEDINGS,2004,3332:172-179. |
APA | Duan, LJ,Mao, GJ,&Gao, W.(2004).Correlation learning method based on image internal semantic model for CBIR.ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2004, PT 2, PROCEEDINGS,3332,172-179. |
MLA | Duan, LJ,et al."Correlation learning method based on image internal semantic model for CBIR".ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2004, PT 2, PROCEEDINGS 3332(2004):172-179. |
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