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On the effectiveness of local warping against SIFT-based copy-move detection

机译:关于基于SIFT的复制移动检测的局部扭曲效果

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摘要

One of the simpler and most used method to alter the content of a digital image is to copy-move a portion of it onto another area with the intent, usually, to hide something awkward. In image forensics scientific community, this kind of modification is generally detected by resorting at techniques based on SIFT features that provide a local description which is robust to global geometric transformations the image may undergo. On such a basis, this paper investigates the effectiveness of some methodologies which introduce a local warping onto the copy-pasted patches in order to reduce the detection capability of SIFT-based approaches. This analysis is particularly interesting in a real scenario of forensic security. Four diverse local warping techniques have been taken into account and experimental results with respect to final perceptual quality of the forged image are presented.
机译:更改数字图像内容的一种最简单且最常用的方法是,将其一部分复制移动到另一个区域,通常是为了隐藏一些尴尬的内容。在图像取证科学界,通常通过诉诸于基于SIFT特征的技术来检测这种修改,该技术提供了对图像可能经历的全局几何变换具有鲁棒性的局部描述。在此基础上,本文研究了一些方法的有效性,这些方法在复制粘贴的补丁上引入了局部扭曲,以降低基于SIFT的方法的检测能力。在真实的法证安全场景中,这种分析特别有趣。考虑了四种不同的局部变形技术,并给出了有关伪造图像最终感知质量的实验结果。

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