DocumentCode
70292
Title
Content-Based Image Retrieval Using Error Diffusion Block Truncation Coding Features
Author
Jing-Ming Guo ; Prasetyo, Heri ; Jen-Ho Chen
Author_Institution
Dept. of Electr. Eng., Nat. Taiwan Univ. of Sci. & Technol., Taipei, Taiwan
Volume
25
Issue
3
fYear
2015
fDate
Mar-15
Firstpage
466
Lastpage
481
Abstract
This paper presents a new approach to index color images using the features extracted from the error diffusion block truncation coding (EDBTC). The EDBTC produces two color quantizers and a bitmap image, which are further processed using vector quantization (VQ) to generate the image feature descriptor. Herein two features are introduced, namely, color histogram feature (CHF) and bit pattern histogram feature (BHF), to measure the similarity between a query image and the target image in database. The CHF and BHF are computed from the VQ-indexed color quantizer and VQ-indexed bitmap image, respectively. The distance computed from CHF and BHF can be utilized to measure the similarity between two images. As documented in the experimental result, the proposed indexing method outperforms the former block truncation coding based image indexing and the other existing image retrieval schemes with natural and textural data sets. Thus, the proposed EDBTC is not only examined with good capability for image compression but also offers an effective way to index images for the content-based image retrieval system.
Keywords
block codes; content-based retrieval; feature extraction; image coding; image colour analysis; image retrieval; indexing; vector quantisation; visual databases; BHF; CHF; EDBTC; VQ-indexed bitmap image; VQ-indexed color quantizer; bit pattern histogram feature; color histogram feature; color image indexing method; content-based image retrieval; error diffusion block truncation coding feature; feature extraction; image compression; image database; image feature descriptor; indexing method; query image; target image; vector quantization; Feature extraction; Fractals; Image coding; Image quality; Image retrieval; Indexing; Content-based image retrieval (CBIR); error diffusion block truncation coding (EDBTC); image indexing; vector quantization (VQ);
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/TCSVT.2014.2358011
Filename
6898854
Link To Document