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首页> 外文期刊>AEU: Archiv fur Elektronik und Ubertragungstechnik: Electronic and Communication >Blind method for rescaling detection and rescale factor estimation in digital images using periodic properties of interpolation
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Blind method for rescaling detection and rescale factor estimation in digital images using periodic properties of interpolation

机译:利用插值的周期特性进行数字图像中按比例缩放检测和按比例缩放因子估计的盲法

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摘要

Availability of the powerful image editing softwares and advancement in digital cameras has given rise to large amount of manipulated images without any traces of tampering, generating a great demand for automatic forgery detection algorithms in order to determine its authenticity. When altering an image like copy-paste or splicing to conceal traces of tampering, it is often necessary to resize the pasted portion of the image. The resampling operation may highly likely disturb the underlying inconsistency of the pasted portion that can be used to detect the forgery. In this paper, an algorithm is presented that blindly detects global rescaling operation and estimate the rescaling factor based on the autocovariance sequence of zero-crossings of second difference of the tampered image. Experimental results using UCID and USC-SIPI database show the validity of the algorithm under different interpolation schemes. The technique is robust and successfully detects rescaling operation for images that have been subjected to various forms of attacks like JPEG compression and arbitrary cropping. As expected, some degradation in detection accuracy is observed as the JPEG quality factor decreased.
机译:强大的图像编辑软件的可用性以及数码相机的发展,带来了大量可操纵的图像,而没有任何篡改痕迹,从而对自动伪造检测算法产生了巨大的需求,以确定其真实性。当更改图像(如复制粘贴)或进行拼接以隐藏篡改痕迹时,通常需要调整图像的粘贴部分的大小。重新采样操作很可能会干扰可用于检测伪造的粘贴部分的潜在不一致性。本文提出了一种算法,该算法盲目检测全局重缩放操作,并基于被篡改图像二次差的零交叉的自协方差序列估计重缩放因子。使用UCID和USC-SIPI数据库进行的实验结果表明,该算法在不同插值方案下的有效性。该技术非常强大,可以成功地检测到已遭受各种形式的攻击(例如JPEG压缩和任意裁剪)的图像的缩放操作。如预期的那样,随着JPEG品质因数的降低,检测精度会有所下降。

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