基于内容的图像检索系统中特征的实验比较

K. Jayanthi, Madurakavi Karthikeyan
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引用次数: 3

摘要

本文对基于内容的图像检索系统(CBIR)中各种图像的描述符进行了研究比较。本文描述了CBIR系统中更多的各种特征,并基于现有的Tamura纹理特征、RGP颜色直方图、Gabor特征和JPEG系数直方图等低级特征提取技术,对四种不同的颜色和纹理进行了比较。提出了模糊颜色和纹理直方图(FCTH)和颜色和边缘指向性描述符(CEDD)等技术,从Corel库中检索与边缘、纹理和颜色值匹配的相关图像。本文采用Haar小波变换(HWT)、离散小波变换(DWT)和Gabor滤波器模糊连接算法。该方法在平均图像检索精度(IRP)和查全率(Recall)方面均取得了较好的效果。
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An experimental comparison of features in content based image retrieval system
An investigation comparative of many descriptors of various images in content-based image retrieval system (CBIR) is described in the paper. This paper describes more number of various features in CBIR system and compare the four different Color and texture based existing low level Feature Extraction Techniques such as Tamura Texture Features, RGP Color Histogram, Gabor Features and Joint Picture Editor Group (JPEG) Coefficients Histogram. The Proposed Techniques such as Fuzzy color and texture histogram (FCTH) and Color and edge directivity descriptor (CEDD) which retrieve the relevant images matching with edge, texture and color value from the Corel library. The Haar wavelet transform (HWT), Discrete wavelet transform (DWT) and algorithm of Fuzzy linking with Gabor filter are used in the proposed paper. The proposed approach gives good result in Average Image Retrieval precision (IRP) and Recall value.
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