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Robust lossless data hiding using clustering and statistical quantity histogram

delete2012-02-01
delete62
PRE
AI
L
Lingling An
X
Xinbo Gao
Y
Yuan Yuan *
D
Dacheng Tao
DOI:10.1016/j.neucom.2011.06.012delete
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摘要

摘要

En 中文
Lossless data hiding methods usually fail to recover the hidden messages completely when the watermarked images are attacked. Therefore, the robust lossless data hiding (RLDH), or the robust reversible watermarking technique, is urgently needed to effectively improve the recovery performance. To date a couple of methods have been developed; however, they have such drawbacks as poor visual quality and low capacity. To solve this problem, we develop a novel statistical quantity histogram shifting and clustering-based RLDH method or SQH-SC for short. The benefits of SQH-SC in comparison with existing typical methods include: (1) strong robustness against lossy compression and random noise due to the usage of k-means clustering; (2) good imperceptibility and reasonable performance tradeoff due to the consideration of the just noticeable distortion of images; (3) high capacity due to the flexible adjustment of the threshold; and (4) wide adaptability and good stability to different kinds of images. Extensive experimental studies based on natural images, medical images, and synthetic aperture radar (SAR) images demonstrate the effectiveness of the proposed SQH-SC. (C) 2011 Published by Elsevier B.V.
Keyword:
Just noticeable distortion
k-Means clustering
Robust lossless data hiding
Statistical quantity histogram

期刊

Neurocomputing 封面图
Neurocomputing
IF:
6.5
论文数:
2.5W
被引数:
6.5W

机构

S
state key laboratory of transient optics & photonics
学者数:
842
论文数: 634
被引数: 0
X
Xidian University
学者数:
2.4W
论文数: 1.9W
被引数: 9.7K
C
chinese academy of sciences
学者数:
56.7W
论文数: 45.0W
被引数: 704
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