Multimodal Semantics Integration Using Ontologies Enhanced By Ontology Extraction And Cross Modality Disambiguation

The increasing amount of multimodal data such as text documents, annotated images and web pages have necessitated the development of effective techniques for their manipulation. The ineffectiveness of low-level image and textual features is one of the main issues as these features are commonly insuf...

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Main Author:	Shareha, Ahmad Adel Ahmad Abu
Format:	Thesis
Language:	English
Published:	2012
Subjects:	QA75.5-76.95 Electronic computers Computer science
Online Access:	http://eprints.usm.my/41342/1/AHMAD_ADEL_AHMAD_ABU_SHAREHA.pdf
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id	my-usm-ep.41342
record_format	uketd_dc
spelling	my-usm-ep.413422018-08-16T06:48:39Z Multimodal Semantics Integration Using Ontologies Enhanced By Ontology Extraction And Cross Modality Disambiguation 2012-03 Shareha, Ahmad Adel Ahmad Abu QA75.5-76.95 Electronic computers. Computer science The increasing amount of multimodal data such as text documents, annotated images and web pages have necessitated the development of effective techniques for their manipulation. The ineffectiveness of low-level image and textual features is one of the main issues as these features are commonly insufficient for effective data manipulation. Therefore, obtaining sufficient and significant information from the multimodal data, and then further using this information in the proper manner is penultimate in data manipulation tasks. This thesis proposes a multimodal semantics integration (MSI) process to extract and integrate the semantics from the image and text modalities, and to use these semantics for manipulation tasks. The proposed process firstly extracts a textual representation from the textual and image modalities, followed by mapping the representation to concepts in a condensed knowledge source using a semantic-based alignment sub-process. 2012-03 Thesis http://eprints.usm.my/41342/ http://eprints.usm.my/41342/1/AHMAD_ADEL_AHMAD_ABU_SHAREHA.pdf application/pdf en public phd doctoral Universiti Sains Malaysia Pusat Pengajian Sains Komputer
institution	Universiti Sains Malaysia
collection	USM Institutional Repository
language	English
topic	QA75.5-76.95 Electronic computers Computer science
spellingShingle	QA75.5-76.95 Electronic computers Computer science Shareha, Ahmad Adel Ahmad Abu Multimodal Semantics Integration Using Ontologies Enhanced By Ontology Extraction And Cross Modality Disambiguation
description	The increasing amount of multimodal data such as text documents, annotated images and web pages have necessitated the development of effective techniques for their manipulation. The ineffectiveness of low-level image and textual features is one of the main issues as these features are commonly insufficient for effective data manipulation. Therefore, obtaining sufficient and significant information from the multimodal data, and then further using this information in the proper manner is penultimate in data manipulation tasks. This thesis proposes a multimodal semantics integration (MSI) process to extract and integrate the semantics from the image and text modalities, and to use these semantics for manipulation tasks. The proposed process firstly extracts a textual representation from the textual and image modalities, followed by mapping the representation to concepts in a condensed knowledge source using a semantic-based alignment sub-process.
format	Thesis
qualification_name	Doctor of Philosophy (PhD.)
qualification_level	Doctorate
author	Shareha, Ahmad Adel Ahmad Abu
author_facet	Shareha, Ahmad Adel Ahmad Abu
author_sort	Shareha, Ahmad Adel Ahmad Abu
title	Multimodal Semantics Integration Using Ontologies Enhanced By Ontology Extraction And Cross Modality Disambiguation
title_short	Multimodal Semantics Integration Using Ontologies Enhanced By Ontology Extraction And Cross Modality Disambiguation
title_full	Multimodal Semantics Integration Using Ontologies Enhanced By Ontology Extraction And Cross Modality Disambiguation
title_fullStr	Multimodal Semantics Integration Using Ontologies Enhanced By Ontology Extraction And Cross Modality Disambiguation
title_full_unstemmed	Multimodal Semantics Integration Using Ontologies Enhanced By Ontology Extraction And Cross Modality Disambiguation
title_sort	multimodal semantics integration using ontologies enhanced by ontology extraction and cross modality disambiguation
granting_institution	Universiti Sains Malaysia
granting_department	Pusat Pengajian Sains Komputer
publishDate	2012
url	http://eprints.usm.my/41342/1/AHMAD_ADEL_AHMAD_ABU_SHAREHA.pdf
_version_	1747820915502088192

Multimodal Semantics Integration Using Ontologies Enhanced By Ontology Extraction And Cross Modality Disambiguation

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