SALIENCY-BASED IMAGE CONTRAST ENHANCEMENT WITH REVERSIBLE DATA HIDING

被引:0
作者
Yang, Shilong [1 ]
机构
[1] South China Univ Technol, Sch Comp Sci & Engn, Guangzhou, Peoples R China
来源
2020 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING | 2020年
关键词
Reversible data hiding; Visual saliency; Contrast enhancement; Human visual system; Image quality;
D O I
10.1109/icassp40776.2020.9053103
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Reversible data hiding (RDH) has become a hot research area in the recent years due to its wide applications such as authentication. Among all the RDH methods proposed, contrast enhancement based reversible data hiding is one that was recently proposed. However, most of the existing schemes proposed focus on image itself without taking human visual system (HVS) into account. Consequently, the full range of the redundancy from HVS cannot be fully exploited, and the resulting image may be visually unpleasing. In this paper, a new approach is proposed by introducing the visual saliency into the process of reversible data hiding. Specifically, a saliency fixation map is generated by using an existing saliency prediction model, followed by a saliency guided segmentation to better enhance the salient regions in the input image. The evaluation results show that the proposed method yields better visual results and outperforms the existing methods in statistical metrics.
引用
收藏
页码:2847 / 2851
页数:5
相关论文
共 18 条
[1]   Spatio-Temporal Saliency Networks for Dynamic Saliency Prediction [J].
Bak, Cagdas ;
Kocak, Aysun ;
Erdem, Erkut ;
Erdem, Aykut .
IEEE TRANSACTIONS ON MULTIMEDIA, 2018, 20 (07) :1688-1698
[2]   Reversible data hiding with contrast enhancement using adaptive histogram shifting and pixel value ordering [J].
Chen, Haishan ;
Ni, Jiangqun ;
Hong, Wien ;
Chen, Tung-Shou .
SIGNAL PROCESSING-IMAGE COMMUNICATION, 2016, 46 :1-16
[3]   Reversible Data Hiding Using Controlled Contrast Enhancement and Integer Wavelet Transform [J].
Gao, Guangyong ;
Shi, Yun-Qing .
IEEE SIGNAL PROCESSING LETTERS, 2015, 22 (11) :2078-2082
[4]   A model of saliency-based visual attention for rapid scene analysis [J].
Itti, L ;
Koch, C ;
Niebur, E .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (11) :1254-1259
[5]  
Judd T, 2009, IEEE I CONF COMP VIS, P2106, DOI 10.1109/ICCV.2009.5459462
[6]   Cyclic Stress Response and Fracture Behaviors of Alloy 617 Base Metal and Weld Joints under LCF Loading [J].
Kim, Seon Jin ;
Dewa, Rando Tungga ;
Kim, Woo Gon ;
Kim, Min Hwan .
ADVANCES IN MATERIALS SCIENCE AND ENGINEERING, 2015, 2015
[7]   Reversible Data Hiding With Automatic Brightness Preserving Contrast Enhancement [J].
Kim, Suah ;
Lussi, Rolf ;
Qu, Xiaochao ;
Huang, Fangjun ;
Kim, Hyoung Joong .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2019, 29 (08) :2271-2284
[8]   No-Reference Image Quality Assessment in the Spatial Domain [J].
Mittal, Anish ;
Moorthy, Anush Krishna ;
Bovik, Alan Conrad .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (12) :4695-4708
[9]  
Pan J., 2017, ARXIV PREPRINT ARXIV
[10]   The brain's dark energy [J].
Raichle, Marcus E. .
SCIENCE, 2006, 314 (5803) :1249-1250