Content-based image indexing and retrieval using soft computing

72 p.

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Bibliographic Details
Main Author:	Syed Muhammad Ghazanfar Monir.
Other Authors:	Yap Kim Hui
Format:	Theses and Dissertations
Published:	2011
Subjects:	DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems
Online Access:	http://hdl.handle.net/10356/46934
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Institution:	Nanyang Technological University

id	sg-ntu-dr.10356-46934
record_format	dspace
spelling	sg-ntu-dr.10356-469342023-07-04T15:53:03Z Content-based image indexing and retrieval using soft computing Syed Muhammad Ghazanfar Monir. Yap Kim Hui School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems 72 p. Conventional interactive Content-based Image Retrieval (CBIR) systems restrict the user to binary labelling of feedback images, i.e. the user can mark the retrieved images either as relevant or irrelevant. This feedback process does not reflect the nature of user interpretation and understanding of images, which tends to be uncertain due to perceptual subjectivity. Hence, it is inappropriate to describe the feedback decision by binary logic without considering the degree of relevance. To overcome this problem, a fuzzy framework is implemented to integrate the users' imprecise interpretation of visual contents into relevance feedback. An efficient learning machine is developed with Fuzzy Radial Basis Function Network (FRBFN) whose parameters (weights, width, and centres) are tuned by a gradient-descent-based learning strategy. The system is tested for its effectiveness using a database of 10,000 images. Master of Science (Signal Processing) 2011-12-27T05:46:23Z 2011-12-27T05:46:23Z 2011 Thesis http://hdl.handle.net/10356/46934 Nanyang Technological University application/pdf
institution	Nanyang Technological University
building	NTU Library
continent	Asia
country	Singapore Singapore
content_provider	NTU Library
collection	DR-NTU
topic	DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems
spellingShingle	DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems Syed Muhammad Ghazanfar Monir. Content-based image indexing and retrieval using soft computing
description	72 p.
author2	Yap Kim Hui
author_facet	Yap Kim Hui Syed Muhammad Ghazanfar Monir.
format	Theses and Dissertations
author	Syed Muhammad Ghazanfar Monir.
author_sort	Syed Muhammad Ghazanfar Monir.
title	Content-based image indexing and retrieval using soft computing
title_short	Content-based image indexing and retrieval using soft computing
title_full	Content-based image indexing and retrieval using soft computing
title_fullStr	Content-based image indexing and retrieval using soft computing
title_full_unstemmed	Content-based image indexing and retrieval using soft computing
title_sort	content-based image indexing and retrieval using soft computing
publishDate	2011
url	http://hdl.handle.net/10356/46934
_version_	1772828301556973568

Content-based image indexing and retrieval using soft computing

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