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Machine-learning attacks on interference-based optical encryption: experimental demonstration

delete2019-08-29
delete44
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OA
AI
L
Lina Zhou
Y
Yin Xiao
陈文 (Wen Chen) *
DOI:10.1364/OE.27.026143delete
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摘要

摘要

En 中文
Optical techniques have boosted a new class of cryptographic systems with some remarkable advantages. and optical encryption not only has spurred practical developments but also has brought a new insight into cryptography. However, this does not mean that it is elusive for the opponents to attack optical encryption systems. In this paper, for the first time to our knowledge, we experimentally demonstrate the machine-learning attacks on interference-based optical encryption. Using machine-learning models that are trained by a series of ciphertext-plaintext pairs, an unauthorized person is capable to retrieve the unknown plaintexts from the given ciphertexts without the usage of various different optical encryption keys existing in interference-based optical encryption. In comparison with conventional cryptanaly tic methods, the proposed machine-learning-based attacking method can estimate transfer function or point spread function of interference-based optical encryption systems without subsidiary conditions. Simulations and optical experiments demonstrate feasibility and effectiveness of the proposed method, and the proposed machine-learning-based attacking method provides a versatile approach to analyzing the vulnerability of interference-based optical encryption. (C) 2019 Optical Society of America under the terms of the OSA Open Access Publishing Agreement
Keyword:
DOUBLE IMAGE ENCRYPTION
CIPHERTEXT-ONLY ATTACK
PLAINTEXT ATTACK
INFORMATION
SYSTEM
VULNERABILITY
TRANSFORM
SECURE

期刊

Optics Express 封面图
Optics Express
IF:
3.3
论文数:
6.1W
被引数:
14.3W

机构

H
hong kong polytechnic university
学者数:
3.0W
论文数: 4.1W
被引数: 921
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