DocumentCode :
592095
Title :
Exploiting JPEG Compression for Image Retrieval
Author :
Edmundson, David ; Schaefer, Gerald
Author_Institution :
Dept. of Comput. Sci., Loughborough Univ., Loughborough, UK
fYear :
2012
fDate :
10-12 Dec. 2012
Firstpage :
485
Lastpage :
486
Abstract :
Content-based image retrieval (CBIR) has been an active research area for many years, yet much of the research ignores the fact that most images are stored in compressed form which affects retrieval both in terms of processing speed and retrieval accruacy. In this paper, we address various aspects of JPEG compressed images in the context of image retrieval. We first analyse the effect of JPEG quantisation on image retrieval and present a robust method to address the resulting performance drop. We then compare various retrieval methods that work in the JPEG compressed domain and finally propose two new methods that are based solely on information available in the JPEG header. One of these is using optimised Huffman tables for retrieval, while the other is based on tuned quantisation tables. Both techniques are shown to give retrieval performance comparable to existing methods while being magnitudes faster.
Keywords :
Huffman codes; content-based retrieval; data compression; image coding; image retrieval; quantisation (signal); CBIR; JPEG compression; JPEG header; JPEG quantisation; content-based image retrieval; optimised Huffman table; processing speed; retrieval accuracy; retrieval method; retrieval performance; robust method; tuned quantisation table; Conferences; Discrete cosine transforms; Image coding; Image color analysis; Image retrieval; Quantization; Transform coding; Content-based image retrieval; Huffman table; JPEG; compressed domain retrieval; image compression; quantisation table;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia (ISM), 2012 IEEE International Symposium on
Conference_Location :
Irvine, CA
Print_ISBN :
978-1-4673-4370-1
Type :
conf
DOI :
10.1109/ISM.2012.99
Filename :
6424712
Link To Document :
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