DocumentCode :
1475582
Title :
A Message-Passing Approach to Combating Desynchronization Attacks
Author :
Sadasivam, Shankar ; Moulin, Pierre ; Coleman, Todd P.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
Volume :
6
Issue :
3
fYear :
2011
Firstpage :
894
Lastpage :
905
Abstract :
We propose a new paradigm for blind watermark decoding in the presence of desynchronization attacks. Employing Forney-style factor graphs to model the watermarking system, we cast the blind watermark decoding problem as a probabilistic inference problem on a graph, and solve it via message-passing. We study a wide range of moderate to strong attacks including scaling, amplitude modulation, fractional shift, arbitrary linear and shift-invariant filtering, and blockwise filtering, and show that the graph-based iterative decoders perform almost as well as if they had exact knowledge of the desynchronization attack parameters. Other desirable features of the graph-based decoders include the flexibility to adapt to other types of attacks and the ability to cope with the “curse of dimensionality” problem that seemingly results when the desynchronization parameter space has high dimensionality. These properties are unlike most blind watermark decoders proposed to date.
Keywords :
graph theory; image watermarking; inference mechanisms; message passing; probability; Forney-style factor graphs; blind watermark decoding problem; curse of dimensionality problem; desynchronization attacks; graph-based iterative decoders; message-passing approach; probabilistic inference problem; Decoding; Graphical models; Iterative decoding; Message passing; Probabilistic logic; Receivers; Watermarking; Blind watermark decoding; Forney factor graphs; Markov random fields; data hiding; desynchronization attacks; graphical models; joint estimator-detector; message passing; quantization index modulation (QIM);
fLanguage :
English
Journal_Title :
Information Forensics and Security, IEEE Transactions on
Publisher :
ieee
ISSN :
1556-6013
Type :
jour
DOI :
10.1109/TIFS.2011.2129511
Filename :
5734843
Link To Document :
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