TY - GEN
T1 - Image abstraction for improved semantic retrieval accuracy and reduced space-time complexities
AU - Boubas, Anas Y.
AU - Harous, Saad
AU - Belkhouche, Boumediene
PY - 2011/12/1
Y1 - 2011/12/1
N2 - There have been many developments in content-based image retrieval (CBIR) recently. While retrieval quality of such systems has improved dramatically in the last decade, the complexities involved made most available systems impractical in real-life use. These complexities are a combination of space use and computational time required. Most approaches available to reduce these two complexities are a trade-off with retrieval accuracy and quality. In this work, we demonstrate a novel abstraction system based on Singular Value Decomposition (SVD), which is able to reduce the complexities of image retrieval systems, while at the same time enhancing the retrieval quality. We used an implementation of a very recent content-based image retrieval system named IPSILON [11] to demonstrate how quality and complexity are greatly enhanced.
AB - There have been many developments in content-based image retrieval (CBIR) recently. While retrieval quality of such systems has improved dramatically in the last decade, the complexities involved made most available systems impractical in real-life use. These complexities are a combination of space use and computational time required. Most approaches available to reduce these two complexities are a trade-off with retrieval accuracy and quality. In this work, we demonstrate a novel abstraction system based on Singular Value Decomposition (SVD), which is able to reduce the complexities of image retrieval systems, while at the same time enhancing the retrieval quality. We used an implementation of a very recent content-based image retrieval system named IPSILON [11] to demonstrate how quality and complexity are greatly enhanced.
KW - Efficiency
KW - Image Abstraction
KW - Image Retrieval
KW - Semantic Indexing
UR - http://www.scopus.com/inward/record.url?scp=84855610848&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84855610848&partnerID=8YFLogxK
U2 - 10.1109/CISP.2011.6100456
DO - 10.1109/CISP.2011.6100456
M3 - Conference contribution
AN - SCOPUS:84855610848
SN - 9781424493067
T3 - Proceedings - 4th International Congress on Image and Signal Processing, CISP 2011
SP - 1363
EP - 1367
BT - Proceedings - 4th International Congress on Image and Signal Processing, CISP 2011
T2 - 4th International Congress on Image and Signal Processing, CISP 2011
Y2 - 15 October 2011 through 17 October 2011
ER -