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Content Based Image Retrieval On Color, Texture And Shape Features Using Dwt And Modified K-Means

Authors: Koram Singh*, Suman Rani;

Content Based Image Retrieval On Color, Texture And Shape Features Using Dwt And Modified K-Means

Abstract

Here we proposed algorithms for CBIR system on the basis of texture, shape,and color based feature extraction and matching of color and texture.We used the Discrete Wavelet transform for decomposition of images and clusters calculations using modified K-Means clustering.We extract texture,shape, and color and finaly measure similarity between query image and database image and reduced semnatic gap between local features and global features. Integrated approach retrive more accurate image, reduce semantic gap between local and high level features.The time taken by Modified K-Means is less as comparison to other algorithms.This is more optimized method for small as well as large database.

Keywords

Content Based Image Retrieval (CBIR), Auto Color Correlogram, DWT, Modified K-Means, Gabor Wavelet, SVM, Semantic gap.

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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