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Improving embedding efficiency for digital steganography by exploiting similarities between secret and cover images

机译:通过利用秘密和掩盖图像之间的相似性来提高数字隐写术的嵌入效率

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摘要

Digital steganography is becoming a common tool for protecting sensitive communications in various applications such as crime/terrorism prevention whereby law enforcing personals need to remotely compare facial images captured at the scene of crime with faces databases of known criminals/suspects; exchanging military maps or surveillance video in hostile environment/situations; privacy preserving in the healthcare systems when storing or exchanging patient's medical images/records; and prevent bank customers' accounts/records from being accessed illegally by unauthorized users. Existing digital steganography schemes for embedding secret images in cover image files tend not to exploit various redundancies in the secret image bit-stream to deal with the various conflicting requirements on embedding capacity, stego-image quality, and undetectibility. This paper is concerned with the development of innovative image procedures and data hiding schemes that exploit, as well as increase, similarities between secret image bit-stream and the cover image LSB plane. This will be achieved in two novel steps involving manipulating both the secret and the cover images, prior to embedding, to achieve higher 0:1 ratio in both the secret image bit-stream and the cover image LSB plane. The above two steps strategy has been exploited to use a bit-plane(s) mapping technique, instead of bit-plane(s) replacement to make each cover pixel usable for secret embedding. This paper will demonstrate that this strategy produces stego-images that have minimal distortion, high embedding efficiency, reasonably good stego-image quality and robustness against 3 well-known targeted steganalysis tools.
机译:数字隐写术正在成为保护各种应用(如预防犯罪/恐怖主义)中敏感通信的常用工具,执法人员需要将在犯罪现场捕获的面部图像与已知罪犯/嫌疑人的面部数据库进行远程比较;在敌对环境/情况下交换军事地图或监视录像;在存储或交换患者的医疗图像/记录时,在医疗保健系统中保留隐私;并防止未经授权的用户非法访问银行客户的帐户/记录。现有的用于将秘密图像嵌入到封面图像文件中的数字隐写术方案趋向于不利用秘密图像比特流中的各种冗余来处理对嵌入容量,隐秘图像质量和不可检测性的各种冲突要求。本文关注创新图像程序和数据隐藏方案的开发,这些方案利用并增加了秘密图像比特流与封面图像LSB平面之间的相似性。这将通过两个新颖的步骤来实现,这些步骤包括在嵌入之前对秘密图像和掩盖图像进行操作,以在秘密图像比特流和掩盖图像LSB平面中实现更高的0:1比率。已经利用上述两步策略来使用位平面映射技术,而不是位平面替换,以使每个覆盖像素可用于秘密嵌入。本文将证明该策略针对3种著名的目标隐写分析工具所产生的隐匿图像具有最小的失真,高嵌入效率,合理的隐秘图像质量和鲁棒性。

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