Efficient Compression of Encrypted Grayscale Images

被引:122
作者
Liu, Wei
Zeng, Wenjun [1 ]
Dong, Lina [1 ]
Yao, Qiuming [1 ]
机构
[1] Univ Missouri, Dept Comp Sci, Columbia, MO 65211 USA
关键词
Compression of encrypted images; resolution progressive compression; Slepian-Wolf coding; BINARY SOURCES; INFORMATION;
D O I
10.1109/TIP.2009.2038773
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Lossless compression of encrypted sources can be achieved through Slepian-Wolf coding. For encrypted real-world sources, such as images, the key to improve the compression efficiency is how the source dependency is exploited. Approaches in the literature that make use of Markov properties in the Slepian-Wolf decoder do not work well for grayscale images. In this correspondence, we propose a resolution progressive compression scheme which compresses an encrypted image progressively in resolution, such that the decoder can observe a low-resolution version of the image, study local statistics based on it, and use the statistics to decode the next resolution level. Good performance is observed both theoretically and experimentally.
引用
收藏
页码:1097 / 1102
页数:6
相关论文
共 21 条
[1]   Transform-domain Wyner-Ziv codec for video [J].
Aaron, A ;
Rane, S ;
Setton, E ;
Girod, B .
VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2004, PTS 1 AND 2, 2004, 5308 :520-528
[2]   Compression with side information using turbo codes [J].
Aaron, A ;
Girod, B .
DCC 2002: DATA COMPRESSION CONFERENCE, PROCEEDINGS, 2002, :252-261
[3]  
[Anonymous], 1984, Digital Coding of Waveforms: Principles and Applications to Speech and Video
[4]  
Bajcsy J, 2001, GLOB TELECOMM CONF, P1400, DOI 10.1109/GLOCOM.2001.965721
[5]  
Berger T, 1971, Rate Distortion Theory. A Mathematical Basis for Data Compression
[6]   Compression of correlated binary sources using turbo codes [J].
Garcia-Frias, J ;
Zhao, Y .
IEEE COMMUNICATIONS LETTERS, 2001, 5 (10) :417-419
[7]  
Gersho A., 2012, Vector Quantization and Signal Compression, V159
[8]   On compressing encrypted data [J].
Johnson, M ;
Ishwar, P ;
Prabhakaran, V ;
Schonberg, D ;
Ramchandran, K .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (10) :2992-3006
[9]   Compression of binary sources with side information at the decoder using LDPC codes [J].
Liveris, AD ;
Xiong, ZX ;
Georghiades, CN .
IEEE COMMUNICATIONS LETTERS, 2002, 6 (10) :440-442
[10]   Distributed source coding using syndromes (DISCUS): Design and construction [J].
Pradhan, SS ;
Ramchandran, K .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2003, 49 (03) :626-643