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Ultrahigh-security single-pixel semantic encryption

delete2022-11-23
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PRE
AI
X
Xinrui Zhan
朱春丽 (Chunli Zhu)
高智杰 (Zhijie Gao)
S
Shuai Wang
Q
Qiang Jiao
边丽蘅 cover
边丽蘅 (Liheng Bian) *
DOI:10.1364/OL.472367delete
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Abstract

Abstract

En 中文
Single-pixel encryption is a recently developed encryption technique enabling the ciphertext amount to be decreased. It adopts modulation patterns as secret keys and uses reconstruction algorithms for image recovery in the decryption process, which are time-consuming and can easily be illegally deciphered if the patterns are exposed. We report an image-free single-pixel semantic encryption technique that significantly enhances security. The technique extracts semantic information directly from the cipher-text without image reconstruction, which significantly reduces computing resources for end-to-end real-time decoding. Moreover, we introduce a stochastic mismatch between keys and ciphertext, with random measurement shift and dropout, which effectively enhances the difficulty of illegal deciphering. Experiments on the MNIST dataset validate that 78 coupling measurements (0.1 sampling rate) with stochastic shift and random dropout achieved 97.43% semantic decryption accuracy. In the worst situation, when all the keys are illegally obtained by unauthorized attackers, only 10.80% accuracy can be achieved (39.47% in an ergodic manner). (c) 2022 Optica Publishing Group

Journal

Optics Letters cover
Optics Letters
IF:
3.3
Papers:
4.0W
Citations:
7.6W

Organization

B
Beihang University
Scholars:
5.1W
Papers: 4.1W
Citations: 37
B
beijing institute of technology
Scholars:
5.4W
Papers: 4.0W
Citations: 63