Universiti Teknologi Malaysia Institutional Repository

Semantic gap in CBIR: automatic objects spatial relationships semantic extraction and representation

Hui, Hui Wang and Mohamad, Dzulkifli and Ismail, N. A. (2010) Semantic gap in CBIR: automatic objects spatial relationships semantic extraction and representation. International Journal of Image Processing (IJIP), 4 (3). pp. 192-204. ISSN 1985-2304

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Abstract

The explosive growth of image data leads to the need of research and development of Image retrieval. Image retrieval researches are moving from keyword, to low level features and to semantic features. Drive towards semantic features is due to the problem of the keywords which can be very subjective and time consuming while low level features cannot always describe high level concepts in the users’ mind. This paper is proposed a novel technique for objects spatial relationships semantics extraction and representation among objects exists in images. All objects are identified based on low level features extraction integrated with proposed line detection techniques. Objects are represented using a Minimum Bound Region (MBR) with a reference coordinate. The reference coordinate is used to compute the spatial relation among objects. There are 8 spatial relationship concepts are determined: “Front”, “Back”, “Right”, “Left”, “Right-Front”, “Left-Front”, “Right-Back”, “Left-Back” concept. The user query in text form is automatically translated to semantic meaning and representation. Besides, the image similarity of objects spatial relationships semantic has been proposed.

Item Type:Article
Uncontrolled Keywords:semantic gap, objects spatial relationships semantic, automatic image semantic extraction, image retrieval
Subjects:Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Divisions:Computer Science and Information System (Formerly known)
ID Code:38414
Deposited By:INVALID USER
Deposited On:26 May 2014 08:48
Last Modified:13 Mar 2017 11:38

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