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Detection of Duplication Forgery in Digital Images in Uniform and Non-uniform Regions

机译:均匀和非均匀区域中数字图像中的复制伪造检测

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摘要

In this paper we propose a robust and fully automatic method to detect duplicated regions in digital images. Copied areas in uniform and non-uniform regions are detectable in our method. There are several methods to make forged images, but the most common is copy-move forgery, that the forger copies a part(s) of image and pasted it into another part(s) of that image. Many researchers have done beneficial researches on it. Most of them can find only copy-moved forgery. In other words, they can find regions which are only copied and pasted without any changes, but failed to find copied regions with scaling or rotating before pasting. Many forgers make some changes on copied regions so that the image sounds more natural. SIFT features can find forged regions even if they are rotated or scaled. This method has some other advantages, but failed to find flat copied regions. Zernike moments are invariant against rotation. They can find flat copied regions too, but sensitive to scaling. So it is clear that using these two features is very proper to detect all copied regions in an image. By applying SIFT detection method on overall the image and then Zernike moments detection method on regions where SIFT features have not been found, The processing time is reduced in comparison to applying each of these two methods on entire image.
机译:在本文中,我们提出了一种鲁棒且全自动的方法来检测数字图像中的重复区域。用我们的方法可以检测到均匀和不均匀区域中的复制区域。制作伪造图像的方法有多种,但最常见的是复制移动伪造,即伪造者复制图像的一部分并将其粘贴到该图像的另一部分中。许多研究者对此进行了有益的研究。他们中的大多数只能找到复制移动的伪造品。换句话说,他们可以找到仅进行复制和粘贴而没有任何更改的区域,但是在粘贴之前找不到具有缩放比例或旋转度的复制区域。许多伪造者会对复制的区域进行一些更改,以使图像听起来更自然。即使旋转或缩放,SIFT要素也可以找到伪造的区域。此方法还有其他优点,但是找不到平坦的复制区域。 Zernike矩相对于旋转不变。他们也可以找到平面复制区域,但对缩放敏感。因此很明显,使用这两个功能非常适合检测图像中的所有复制区域。通过在整个图像上应用SIFT检测方法,然后在尚未发现SIFT特征的区域上应用Zernike矩检测方法,与将这两种方法分别应用在整个图像上相比,可以减少处理时间。

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