Minimum Rate Prediction and Optimized Histograms Modification for Reversible Data Hiding

被引:70
作者
Hu, Xiaocheng [1 ]
Zhang, Weiming [1 ]
Li, Xiaolong [2 ]
Yu, Nenghai [1 ]
机构
[1] Univ Sci & Technol China, CAS Key Lab Electromagnet Space Informat, Hefei 230026, Peoples R China
[2] Peking Univ, Inst Comp Sci & Technol, Beijing 100871, Peoples R China
关键词
Prediction-error expansion; reversible data hiding; minimum rate prediction; optimized histograms modification; SCHEME; EXPANSION; ALGORITHM;
D O I
10.1109/TIFS.2015.2392556
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Prediction-error expansion (PEE)-based reversible data hiding schemes consist of two steps. First, a sharp prediction-error (PE) histogram is generated by utilizing pixel prediction strategies. Second, secret messages are reversibly embedded into the prediction-errors through expanding and shifting the PE histogram. Previous PEE methods treat the two steps independently while they either focus on pixel prediction to obtain a sharp PE histogram, or aim at histogram modification to enhance the embedding performance for a given PE histogram. This paper propose a pixel prediction method based on the minimum rate criterion for reversible data hiding, which establishes the consistency between the two steps in essence. And correspondingly, a novel optimized histograms modification scheme is presented to approximate the optimal embedding performance on the generated PE sequence. Experiments demonstrate that the proposed method outperforms the previous state-of-art counterparts significantly in terms of both the prediction accuracy and the final embedding performance.
引用
收藏
页码:653 / 664
页数:12
相关论文
共 29 条
[1]  
[Anonymous], 2013, J INF HIDING MULTIME
[2]  
Brar A.S, 2012, Int. J. Emerg. Technol. Adv. Eng., P32
[3]  
Caciula Ion, 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), P7425, DOI 10.1109/ICASSP.2014.6855043
[4]   Reversible Data Hiding-Based Approach for Intra-Frame Error Concealment in H.264/AVC [J].
Chung, Kuo-Liang ;
Huang, Yong-Huai ;
Chang, Po-Chun ;
Liao, Hong-Yuan Mark .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2010, 20 (11) :1643-1647
[5]   Improved Embedding for Prediction-Based Reversible Watermarking [J].
Coltuc, Dinu .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2011, 6 (03) :873-882
[6]   Local-Prediction-Based Difference Expansion Reversible Watermarking [J].
Dragoi, Ioan-Catalin ;
Coltuc, Dinu .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (04) :1779-1790
[7]   Reversible image data hiding based on gradient adjusted prediction [J].
Fallahpour, Mehdi .
IEICE ELECTRONICS EXPRESS, 2008, 5 (20) :870-876
[8]   Lossless data embedding for all image formats [J].
Fridrich, J ;
Goljan, M ;
Du, R .
SECURITY AND WATERMARKING OF MULTIMEDIA CONTENTS IV, 2002, 4675 :572-583
[9]   A high capacity reversible data hiding scheme based on generalized prediction-error expansion and adaptive embedding [J].
Gui, Xinlu ;
Li, Xiaolong ;
Yang, Bin .
SIGNAL PROCESSING, 2014, 98 :370-380
[10]   Fast Estimation of Optimal Marked-Signal Distribution for Reversible Data Hiding [J].
Hu, Xiaocheng ;
Zhang, Weiming ;
Hu, Xuexian ;
Yu, Nenghai ;
Zhao, Xianfeng ;
Li, Fenghua .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2013, 8 (05) :779-788