Towards Semantic Clustering–A Brief Overview
Image clustering is an important technology which helps users to get hold of the large amount of online visual information, especially after the rapid growth of the Web. This paper focuses on image clustering methods and their application in image collection or online image repository. Current progr...
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| Format: | Article |
| Language: | English |
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International Journal of Image Processing
2011
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| Online Access: | http://ir.unimas.my/id/eprint/1687/ http://ir.unimas.my/id/eprint/1687/1/towards%2Bsemantic%2Bclustering%2B-%2Ba%2Bbrief%2Boverview%2528abstract%2529.pdf |
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| author | Lim, Phei-Chin Kulathuramaiyer, Narayanan Dayang NurFatimah, Awg. Iskandar |
| author_facet | Lim, Phei-Chin Kulathuramaiyer, Narayanan Dayang NurFatimah, Awg. Iskandar |
| author_sort | Lim, Phei-Chin |
| building | UNIMAS Institutional Repository |
| collection | Online Access |
| description | Image clustering is an important technology which helps users to get hold of the large amount of online visual information, especially after the rapid growth of the Web. This paper focuses on image clustering methods and their application in image collection or online image repository. Current progress of image clustering related to image retrieval and image annotation are summarized and some open problems are discussed. Related works are summarized based on the problems addressed, which are image segmentation, compact representation of image set, search space reduction, and semantic gap. Issues are also identified in current progress and semantic clustering is conjectured to be the potential trend. Our framework of semantic clustering as well as the main abstraction levels involved is briefly discussed. |
| first_indexed | 2025-11-15T05:57:56Z |
| format | Article |
| id | unimas-1687 |
| institution | Universiti Malaysia Sarawak |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T05:57:56Z |
| publishDate | 2011 |
| publisher | International Journal of Image Processing |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | unimas-16872015-03-23T07:18:07Z http://ir.unimas.my/id/eprint/1687/ Towards Semantic Clustering–A Brief Overview Lim, Phei-Chin Kulathuramaiyer, Narayanan Dayang NurFatimah, Awg. Iskandar AC Collections. Series. Collected works T Technology (General) Image clustering is an important technology which helps users to get hold of the large amount of online visual information, especially after the rapid growth of the Web. This paper focuses on image clustering methods and their application in image collection or online image repository. Current progress of image clustering related to image retrieval and image annotation are summarized and some open problems are discussed. Related works are summarized based on the problems addressed, which are image segmentation, compact representation of image set, search space reduction, and semantic gap. Issues are also identified in current progress and semantic clustering is conjectured to be the potential trend. Our framework of semantic clustering as well as the main abstraction levels involved is briefly discussed. International Journal of Image Processing 2011 Article NonPeerReviewed text en http://ir.unimas.my/id/eprint/1687/1/towards%2Bsemantic%2Bclustering%2B-%2Ba%2Bbrief%2Boverview%2528abstract%2529.pdf Lim, Phei-Chin and Kulathuramaiyer, Narayanan and Dayang NurFatimah, Awg. Iskandar (2011) Towards Semantic Clustering–A Brief Overview. Dayang NurFatimah, 4. http://ir.unimas.my/1687/1/towards%2Bsemantic%2Bclustering%2B-%2Ba%2Bbrief%2Boverview%2528abstract%2529.pdf |
| spellingShingle | AC Collections. Series. Collected works T Technology (General) Lim, Phei-Chin Kulathuramaiyer, Narayanan Dayang NurFatimah, Awg. Iskandar Towards Semantic Clustering–A Brief Overview |
| title | Towards Semantic Clustering–A Brief Overview |
| title_full | Towards Semantic Clustering–A Brief Overview |
| title_fullStr | Towards Semantic Clustering–A Brief Overview |
| title_full_unstemmed | Towards Semantic Clustering–A Brief Overview |
| title_short | Towards Semantic Clustering–A Brief Overview |
| title_sort | towards semantic clustering–a brief overview |
| topic | AC Collections. Series. Collected works T Technology (General) |
| url | http://ir.unimas.my/id/eprint/1687/ http://ir.unimas.my/id/eprint/1687/ http://ir.unimas.my/id/eprint/1687/1/towards%2Bsemantic%2Bclustering%2B-%2Ba%2Bbrief%2Boverview%2528abstract%2529.pdf |