Intelligent Perceptual Shaping in Digital Watermarking
Created by W.Langdon from
gp-bibliography.bib Revision:1.8051
- @InCollection{Khan:2009:IHA,
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author = "Asifullah Khan and Imran Usman",
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title = "Intelligent Perceptual Shaping in Digital
Watermarking",
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booktitle = "Information Hiding and Applications",
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publisher = "Springer",
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year = "2009",
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volume = "227",
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series = "Studies in Computational Intelligence",
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chapter = "6",
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pages = "115--139",
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keywords = "genetic algorithms, genetic programming",
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isbn13 = "978-3-642-02334-7",
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DOI = "doi:10.1007/978-3-642-02335-4_6",
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abstract = "With the rapid technological advancement in the
development, storage and transmission of digital
content, watermarking applications are both growing in
number and becoming complex. This has prompted the use
of computational intelligence in watermarking,
especially for thwarting attacks. In this context, we
describe the development of a new watermarking system
based on intelligent perceptual shaping of a digital
watermark using Genetic Programming (GP). The proposed
approach uses optimum embedding strength together with
appropriate DCT position selection and information
pertaining to conceivable attack in order to achieve
superior tradeoff in terms of the two conflicting
properties in digital watermarking, namely, robustness
and imperceptibility. This tradeoff is achieved by
developing superior perceptual shaping functions using
GP, which learn the content of a cover image by
exploiting the sensitivities/insensitivities of Human
Visual System (HVS) as well as attack information. The
improvement in imperceptibility and bit correct ratio
after attack are employed as the multi-objective
fitness criteria in the GP search.",
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notes = "Department of Computer and Information Sciences,
Pakistan Institute of Engineering and Applied Sciences,
Nilore 45650 Islamabad, Pakistan",
- }
Genetic Programming entries for
Asifullah Khan
Imran Usman
Citations