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Content-Based Image Retrieval in Homomorphic Encryption Domain
- Source :
- EMBC 2015 : 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015 : 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Aug 2015, Milan, Italy. pp.2944-2947 ⟨10.1109/EMBC.2015.7319009⟩, EMBC
- Publication Year :
- 2015
- Publisher :
- HAL CCSD, 2015.
-
Abstract
- International audience; In this paper, we propose a secure implementation of a content-based image retrieval (CBIR) method that makes possible diagnosis aid systems to work in externalized environment and with outsourced data as in cloud computing. This one works with homomorphic encrypted images from which it extracts wavelet based image features next used for subsequent image comparison. By doing so, our system allows a physician to retrieve the most similar images to a query image in an outsourced database while preserving data confidentiality. Our Secure CBIR is the first one that proposes to work with global image features extracted from encrypted images and does not induce extra communications in-between the client and the server. Experimental results show it achieves retrieval performance as good as if images were processed non-encrypted.
- Subjects :
- Information retrieval
Databases, Factual
Computer science
business.industry
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Homomorphic encryption
Information Storage and Retrieval
020206 networking & telecommunications
Cloud computing
02 engineering and technology
Cloud Computing
Content-based image retrieval
Encryption
[INFO.INFO-CR]Computer Science [cs]/Cryptography and Security [cs.CR]
Automatic image annotation
Wavelet
Feature (computer vision)
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Visual Word
business
Image retrieval
[SPI.SIGNAL]Engineering Sciences [physics]/Signal and Image processing
Confidentiality
Feature detection (computer vision)
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- EMBC 2015 : 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015 : 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Aug 2015, Milan, Italy. pp.2944-2947 ⟨10.1109/EMBC.2015.7319009⟩, EMBC
- Accession number :
- edsair.doi.dedup.....81f854f43b951dd76f0cc81281e84aa1