JOURNAL ARTICLE

Modified Color Texton Histogram for Image Retrieval

Abstract

In this paper, HSV based text on histogram (HSV-TH) is proposed for content based image retrieval (CBIR). The HSV-MT is proposed in contrast to the RGB based text on histogram (RGB-TH). The proposed HSV-TH method is based on Julesz's textons theory, and it works directly on nature images as shape descriptor and a color texture descriptor. HSV-TH integrates the advantages of co-occurrence matrix and histogram by representing the attribute of co-occurrence matrix using histogram. The retrieval results of the proposed method are tested on the different image databases i.e. Corel 1000 (DB1), Corel-10,000 (DB2) and MIT VisTex(DB3). Two experiments have been carried out for proving the worth of our algorithm. The results after being investigate show that a significant improvement in terms of their evaluation measures as compared to RGB-TH.

Keywords:
Artificial intelligence Color histogram Histogram RGB color model Pattern recognition (psychology) Computer science HSL and HSV Histogram matching Histogram equalization Computer vision Color normalization Image histogram Image retrieval Image texture Color image Mathematics Image (mathematics) Image segmentation Image processing

Metrics

2
Cited By
0.26
FWCI (Field Weighted Citation Impact)
20
Refs
0.59
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Video Analysis and Summarization
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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