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Exposing Digital Image Forgeries by Detecting Discrepancies in Motion Blur

机译:通过检测运动模糊中的差异来曝光数字图像伪造品

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摘要

The widespread availability of photo manipulation software has made it unprecedentedly easy to manipulate images for malicious purposes. Image splicing is one such form of tampering. In recent years, researchers have proposed various methods for detecting such splicing. In this paper, we present a novel method of detecting splicing in images, using discrepancies in motion blur. We use motion blur estimation through image gradients in order to detect inconsistencies between the spliced region and the rest of the image. We also develop a new measure to assist in inconsistent region segmentation in images that contain small amounts of motion blur. Experimental results show that our technique provides good segmentation of regions with inconsistent motion blur. We also provide quantitative comparisons with other existing blur-based techniques over a database of images. It is seen that our technique gives significantly better detection results.
机译:照片处理软件的广泛使用使其前所未有地易于为恶意目的处理图像。图像拼接就是这种篡改的一种形式。近年来,研究人员提出了各种检测这种剪接的方法。在本文中,我们提出了一种使用运动模糊差异检测图像中拼接的新方法。我们通过图像梯度使用运动模糊估计,以检测拼接区域与图像其余部分之间的不一致。我们还开发了一种新的措施来帮助在包含少量运动模糊的图像中进行不一致的区域分割。实验结果表明,我们的技术可以很好地分割运动模糊不一致的区域。我们还通过图像数据库与其他现有的基于模糊技术进行定量比较。可以看出,我们的技术给出了更好的检测结果。

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