Privacy-Preserving Content-Based Image Retrieval in the Cloud (Extended Version)

Bernardo Ferreira; João Rodrigues; João Leitão; Henrique Domingos

Paper 2015/710

Privacy-Preserving Content-Based Image Retrieval in the Cloud (Extended Version)

Bernardo Ferreira, João Rodrigues, João Leitão, and Henrique Domingos

Abstract

Storage requirements for visual data have been increasing in recent years, following the emergence of many new highly interactive multimedia services and applications for both personal and corporate use. This has been a key driving factor for the adoption of cloud-based data outsourcing solutions. However, outsourcing data storage to the Cloud also leads to new challenges that must be carefully addressed, especially regarding privacy. In this paper we propose a secure framework for outsourced privacy-preserving storage and retrieval in large image repositories. Our proposal is based on IES-CBIR, a novel Image Encryption Scheme that displays Content-Based Image Retrieval properties. Our solution enables both encrypted storage and searching using CBIR queries while preserving privacy. We have built a prototype of the proposed framework, formally analyzed and proven its security properties, and experimentally evaluated its performance and precision. Our results show that IES-CBIR is provably secure, allows more efficient operations than existing proposals, both in terms of time and space complexity, and enables more reliable practical application scenarios.

Metadata

Available format(s): PDF
Category: Cryptographic protocols
Publication info: Published elsewhere. Major revision. IEEE SRDS 2015
Keywords: Content-Based Image Retrieval (CBIR)Searchable Symmetric Encryption (SSE)Encrypted Data Processing
Contact author(s): bernardo ferreira pt @ ieee org
History: 2015-07-18: received
Short URL: https://ia.cr/2015/710
License: CC BY

BibTeX

@misc{cryptoeprint:2015/710,
      author = {Bernardo Ferreira and João Rodrigues and João Leitão and Henrique Domingos},
      title = {Privacy-Preserving Content-Based Image Retrieval in the Cloud (Extended Version)},
      howpublished = {Cryptology {ePrint} Archive, Paper 2015/710},
      year = {2015},
      url = {https://eprint.iacr.org/2015/710}
}