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Imaging Sensor Noise as Digital X-Ray for Revealing Forgeries

机译:将传感器噪声成像为数字X射线以揭示伪造品

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In this paper, we describe a new forensic tool for revealing digitally altered images by detecting the presence of photo-response non-uniformity noise (PRNU) in small regions. This method assumes that either the camera that took the image is available to the analyst or at least some other non-tampered images taken by the camera are available. Forgery detection using the PRNU involves two steps - estimation of the PRNU from non-tampered images and its detection in individual image regions. From a simplified model of the sensor output, we design optimal PRNU estimators and detectors. Binary hypothesis testing is used to determine which regions are forged. The method is tested on forged images coming from a variety of digital cameras and with different JPEG quality factors. The approximate probability of falsely identifying a forged region in a non-forged image is estimated by running the algorithm on a large number of non-forged images.
机译:在本文中,我们描述了一种通过检测小区域中光响应非均匀性噪声(PRNU)的存在来揭示数字化变化图像的新型取证工具。该方法假定拍摄图像的摄像机可供分析人员使用,或者至少有一些其他未篡改的图像可供使用。使用PRNU进行伪造检测包括两个步骤-从未经篡改的图像估计PRNU以及在单个图像区域中进行检测。从传感器输出的简化模型中,我们设计出最佳的PRNU估计器和检测器。二进制假设检验用于确定伪造的区域。该方法在来自各种数码相机且具有不同JPEG质量因数的伪造图像上进行了测试。通过在大量非伪造图像上运行算法,可以估计错误地识别非伪造图像中伪造区域的近似概率。

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