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Identification of Sparse Audio Tampering Using Distributed Source Coding and Compressive Sensing Techniques

机译:分布式源编码和压缩感知技术识别稀疏音频

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摘要

The increasing development of peer-to-peer networks for delivering and sharing multimedia files poses the problem of how to protect these contents from unauthorized manipulations. In the past few years, a large amount of techniques have been proposed to identify whether a multimedia content has been illegally tampered or not. Nevertheless, very few efforts have been devoted to identifying which kind of attack has been carried out, especially due to the large data required for this task. We propose a novel hashing scheme which exploits the paradigms of compressive sensing and distributed source coding to generate a compact hash signature, and apply it to the case of audio content protection. The audio content provider produces a small hash signature by computing a limited number of random projections of a perceptual, time-frequency representation of the original audio stream; the audio hash is given by the syndrome bits of an LDPC code applied to the projections. At the content user side, the hash is decoded using distributed source coding tools. If the tampering is sparsifiable or compressible in some orthonormal basis or redundant dictionary, it is possible to identify the time-frequency position of the attack, with a hash size as small as 200 bits/second; the bit saving obtained by introducing distributed source coding ranges between 20% to 70%.
机译:用于传送和共享多媒体文件的对等网络的不断发展带来了如何保护这些内容免遭未经授权的操纵的问题。在过去的几年中,已经提出了大量的技术来识别多媒体内容是否被非法篡改。尽管如此,为识别出进行了哪种攻击所做的工作很少,特别是由于此任务需要大量数据。我们提出了一种新颖的哈希方案,该方案利用压缩感测和分布式源编码的范例来生成紧凑的哈希签名,并将其应用于音频内容保护的情况。音频内容提供者通过计算原始音频流的感知时频表示的有限数量的随机投影来产生较小的哈希签名。音频散列由应用于投影的LDPC码的校正子位给出。在内容用户端,使用分布式源编码工具对哈希进行解码。如果篡改在某种正交基础上是可稀疏的或可压缩的,或者是多余的字典,则可以识别攻击的时频位置,哈希大小可低至200位/秒;通过引入分布式源编码获得的位节省范围在20%至70%之间。

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  • 来源
    《EURASIP journal on image and video processing》 |2009年第2009期|P.11.1-11.12|共12页
  • 作者单位

    Dipartimento di Elettronica e Informazione, Politecnico di Milano, P.zza Leonardo da Vinci, 32 20133 Milano, Italy;

    rnDipartimento di Elettronica e Informazione, Politecnico di Milano, P.zza Leonardo da Vinci, 32 20133 Milano, Italy;

    rnDipartimento di Elettronica e Informazione, Politecnico di Milano, P.zza Leonardo da Vinci, 32 20133 Milano, Italy;

    rnDipartimento di Elettronica e Informazione, Politecnico di Milano, P.zza Leonardo da Vinci, 32 20133 Milano, Italy;

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