Robust data hiding method based on frequency coefficient variance in repetitive compression

Serdar Solak, Abdiwahab Mohamed Abdirashid, Arsene Adjevi, Aditya Kumar Sahu
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引用次数: 0

Abstract

Sharing accurate and lossless images with higher quality through digital mediums is challenging, particularly, images shared on social media platforms can serve as good carriers for sending hidden data. However, social media platforms apply severe compression when transferring images end-to-end to serve efficient network transporting bandwidth and provide enough storage space to the users. Within the scope of this research, the proposed method introduces a novel approach by combining cryptographic and steganographic techniques, providing a robust solution to protect hidden data even when subjected to repeatedly compression. The method first encrypts the secret data to be hidden using the Advanced Encryption Standard Cipher Block Chaining (AES-CBC) technique. Then, data hiding is performed on the coefficients obtained by applying Discrete Cosine Transform (DCT) to repeatedly compressed JPEG images, coefficients that are minimally affected by compression or remain unaffected are specifically selected for data hiding. Therefore, secret data is extracted with high accuracy. Experimental results show that the proposed method outperforms the state-of-the-art in achieving robust and effective data hiding techniques based on bit error rate.
基于重复压缩中频率系数方差的稳健数据隐藏方法
通过数字媒体共享准确、无损、高质量的图像具有挑战性,尤其是在社交媒体平台上共享的图像可以作为发送隐藏数据的良好载体。然而,社交媒体平台在端到端传输图像时会进行严格压缩,以提供高效的网络传输带宽,并为用户提供足够的存储空间。在这一研究范围内,所提出的方法结合了加密和隐写技术,引入了一种新方法,提供了一种稳健的解决方案,即使在反复压缩的情况下也能保护隐藏数据。该方法首先使用高级加密标准密码块链 (AES-CBC) 技术对要隐藏的秘密数据进行加密。然后,对反复压缩的 JPEG 图像应用离散余弦变换(DCT)得到的系数进行数据隐藏,特别选择受压缩影响最小或不受影响的系数进行数据隐藏。因此,秘密数据的提取精度很高。实验结果表明,在基于误码率实现稳健有效的数据隐藏技术方面,所提出的方法优于最先进的方法。
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