NDLI: Colour and texture feature-based image retrieval by using Hadamard matrix in discrete wavelet transform

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Colour and texture feature-based image retrieval by using Hadamard matrix in discrete wavelet transform

Content Provider	IET Digital Library
Author	Farsi, Hassan Mohamadzadeh, Sajad
Abstract	Image retrieval is one of the most applicable image processing techniques, which has been used extensively. Feature extraction is one of the most important procedures used for interpretation and indexing images in content-based image retrieval systems. Effective storage, indexing and managing a large number of image collections is a critical challenge in computer systems. There are many proposed methods to overcome these problems. However, the rate of accurate image retrieval and speed of retrieval is still an interesting field of research. In this study, the authors propose a new method based on combination of Hadamard matrix and discrete wavelet transform (HDWT) in hue-min-max-difference colour space. An average normalised rank and combination of precision and recall are considered as metrics to evaluate and compare the proposed method against different methods. The obtained results show that the use of HDWT provides better performance in comparison with Haar discrete wavelet transform, colour layout descriptor, dominant colour descriptor and scalable colour descriptor, Padua point and histogram intersection.
Starting Page	212
Ending Page	218
Page Count	7
ISSN	17519659
Volume Number	7
e-ISSN	17519667
Issue Number	Issue 3, Apr (2013)
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/iet-ipr/7/3
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/10.1049/iet-ipr.2012.0203
Journal	IET Image Processing
Access Restriction	Open
Rights Holder	© The Institution of Engineering and Technology
Subject Keyword	Algebra Average Normalised Rank Colour Layout Descriptor Computer System Computer Vision And Image Processing Technique Content Based Image Retrieval System Discrete Wavelet Transform Dominant Colour Descriptor Feature Extraction Graphics Technique Haar Discrete Wavelet Transform Hadamard Matrix Histogram Intersection Hue Min Max Difference Colour Space Image Collection Image Colour Analysis Image Processing Technique Image Retrieval Image Texture Indexing Image Information Retrieval Technique Integral Transforms Interpretation Optical, Image And Video Signal Processing Padua Point Scalable Colour Descriptor Texture Feature Based Image Retrieval
Content Type	Text
Resource Type	Article
Subject	Signal Processing Electrical and Electronic Engineering Computer Vision and Pattern Recognition Software

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