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Paper 2017/1046

Approximate Thumbnail Preserving Encryption

Byron Marohn, Charles V. Wright, Wu-chi Feng, Mike Rosulek, and Rakesh B. Bobba

Abstract

Thumbnail preserving encryption (TPE) was suggested by Wright et al. as a way to balance privacy and usability for online image sharing. The idea is to encrypt a plaintext image into a ciphertext image that has roughly the same thumbnail as well as retaining the original image format. At the same time, TPE allows users to take advantage of much of the functionality of online photo management tools, while still providing some level of privacy against the service provider. In this work we present three new approximate TPE encryption schemes. In our schemes, ciphertexts and plaintexts have perceptually similar, but not identical, thumbnails. Our constructions are the first TPE schemes designed to work well with JPEG compression. In addition, we show that they also have provable security guarantees that characterize precisely what information about the plaintext is leaked by the ciphertext image. We empirically evaluate our schemes according to the similarity of plaintext and ciphertext thumbnails, increase in file size under JPEG compression, preservation of perceptual image hashes, among other aspects. We also show how approximate TPE can be an effective tool to thwart inference attacks by machine-learning image classifiers, which have shown to be effective against other image obfuscation techniques.

Metadata
Available format(s)
PDF
Category
Applications
Publication info
Published elsewhere. Major revision. ACM CCS MPS 2017
Keywords
format preserving encryption
Contact author(s)
cvwright @ cs pdx edu
History
2017-10-31: revised
2017-10-31: received
See all versions
Short URL
https://ia.cr/2017/1046
License
Creative Commons Attribution
CC BY

BibTeX

@misc{cryptoeprint:2017/1046,
      author = {Byron Marohn and Charles V.  Wright and Wu-chi Feng and Mike Rosulek and Rakesh B.  Bobba},
      title = {Approximate Thumbnail Preserving Encryption},
      howpublished = {Cryptology ePrint Archive, Paper 2017/1046},
      year = {2017},
      note = {\url{https://eprint.iacr.org/2017/1046}},
      url = {https://eprint.iacr.org/2017/1046}
}
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