Reversible Data Hiding in JPEG Images With Multi-Objective Optimization

被引:56
作者
Yin, Zhaoxia [1 ]
Ji, Yuan [1 ]
Luo, Bin [1 ]
机构
[1] Anhui Univ, Sch Comp Sci & Technol, Minist Educ, Key Lab Intelligent Comp & Signal Proc, Hefei 230601, Peoples R China
基金
中国国家自然科学基金;
关键词
Reversible data hiding; JPEG images; multi-objective optimization; histogram shifting; WATERMARKING; STEGANALYSIS; SCHEME; ROBUST;
D O I
10.1109/TCSVT.2020.2969463
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Among various methods of reversible data hiding (RDH) in JPEG images, only rate-distortion, i.e. the image quality with given payload, is taken into consideration during algorithm designing. However, file size expansion is another important evaluation metric for JPEG RDH methods. Based on this situation, we propose a JPEG RDH method considering both the rate-distortion and the file size expansion at the same time while designing the algorithm. The multi-objective optimization strategy is utilized to realize the balance of the two objectives. Specifically, the cover signal is divided into several non-overlapping parts firstly, and after that, the embedding costs of each part are calculated. Next, the optimized combination of parts for embedding data is gained by multi-objective optimization. Experimental results show that the proposed algorithm outperforms the state-of-the-art methods in terms of rate-distortion and file size expansion performance.
引用
收藏
页码:2343 / 2352
页数:10
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