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A Novel Semi-fragile Audio Watermarking Technique Based on Support Vector Regression

机译:基于支持向量回归的新型半脆弱音频水印技术

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Semi-fragile watermarking methods aim at detecting unacceptable malicious manipulations, while allowing acceptable regular manipulations. In this paper, a new semi-fragile audio watermarking algorithm based on the support vector regression (SVR) is proposed. This algorithm extracts the more steady features and adopts a new embedded strategy to resist the synchronization attack effectively. Firstly, the corresponding feature are selected as train sample, which are extracted from the audio segments after Discrete Wavelet Transform (DWT) and Discrete Cosine Transform (DCT), and then the SVR train model can be obtained by applying the SVR theory. Finally, the digital watermark can be embedded and extracted by utilizing the strong learning ability of SVR. The digital watermark not only can be correctly extracted under various attacks, but also can locate the part of the audio that has been tampered with and tolerate some incidental processes that have been executed. Experimental results show that our semi-fragile audio watermarking scheme can locate tampered regions without the help from the original watermark and has the advantages such as simple computation complexity, good robustness against shearing attack, and accurate location for tamper.
机译:半脆弱的水印方法旨在检测不可接受的恶意操作,同时允许可接受的常规操作。提出了一种基于支持向量回归(SVR)的半脆弱音频水印算法。该算法提取了更稳定的特征,并采用了新的嵌入式策略来有效抵抗同步攻击。首先选择相应的特征作为训练样本,然后从离散小波变换(DWT)和离散余弦变换(DCT)中提取音频片段,然后运用SVR理论得到SVR训练模型。最后,利用SVR强大的学习能力,可以嵌入和提取数字水印。数字水印不仅可以在各种攻击下被正确提取,而且还可以定位已被篡改并容忍某些已执行的偶然过程的音频部分。实验结果表明,我们的半脆弱音频水印方案无需原始水印就可以对篡改区域进行定位,具有计算复杂度高,抗剪切攻击的鲁棒性强,篡改位置准确等优点。

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