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A novel multi-size block Benford's law scheme for printer identification

机译:一种新颖的多尺寸块本福德定律,用于打印机识别

摘要

Identifying the originating device for a given media, i.e. the type, brand, model and other characteristics of the device, is currently one of the important fields of digital forensics. This paper proposes a forensic technique based on the Benford’s law to identify the printer’s brand and model from the printed-and-scanned images at which the first digit probability distribution of multi-size block DCT coefficients are extracted that constitutes a feature vector as the input to support vector machine (SVM) classifier. The proposed technique is different from the traditional use of noise feature patterns appeared in the literature. It uses as few as nine numbers of forensic features representing each printer by leveraging properties of the Benford’s law for printer identification. Experiments conducted over electrophotographic (EP) printers and deskjet printers achieve an average of 96.0% classification rate of identification for five distinct printer brands and an average of 94.0% classification rate for six diverse printer models out of those five brands.
机译:识别给定媒体的原始设备,即设备的类型,品牌,型号和其他特征,目前是数字取证的重要领域之一。本文提出了一种基于本福德定律的取证技术,从打印和扫描的图像中识别出打印机的品牌和型号,在该图像上提取了多尺寸块DCT系数的第一位数概率分布,该特征构成了特征向量作为输入。支持向量机(SVM)分类器。所提出的技术与文献中出现的噪声特征模式的传统用法不同。通过利用Benford定律的属性进行打印机识别,它使用了多达9个代表每个打印机的取证特征。在电子照相(EP)打印机和台式喷墨打印机上进行的实验对五个不同的打印机品牌实现了平均96.0%的识别分类率,并对这五个品牌中的六个不同的打印机型号实现了平均94.0%的识别率。

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