Image Semantic Steganography: A Way to Hide Information in Semantic Communication

被引:0
作者
Huo, Yanhao [1 ]
Xiang, Shijun [1 ]
Luo, Xiangyang [2 ]
Zhang, Xinpeng [3 ]
机构
[1] Jinan Univ, Coll Informat Sci & Technol, Guangzhou 510632, Peoples R China
[2] State Key Lab Math Engn & Adv Comp, Zhengzhou 450001, Henan, Peoples R China
[3] Shanghai Univ, Sch Commun & Informat Engn, Shanghai 200444, Peoples R China
关键词
Semantics; Steganography; Image reconstruction; Feature extraction; Image coding; Artificial intelligence; Security; Distortion; Decoding; Transform coding; Semantic steganography; semantic communication; security; GANs; RESISTING JPEG COMPRESSION;
D O I
10.1109/TCSVT.2024.3476689
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
Semantic communication (SC) is an emerging communication paradigm that transmits only task-related semantic features to receivers, offering advantages in speed. However, existing robust steganography cannot extract message correctly after SC. To address this issues, we propose a novel steganography framework based on Generating Adversarial Networks (GANs) for SC, called "Image Semantic Steganography". Our framework embeds message into semantic features to guarantee extraction while considering both pixel-level and semantic-level distortions to enhance security. Experimental results show that our framework not only achieves message extraction successfully and behavioral covertness during and after SC, but also does not impact the implementation of SC.
引用
收藏
页码:1951 / 1960
页数:10
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