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Blind Technique using Blocking Artifacts and Entropy of Histograms For Image Tampering Detection

机译:使用块状伪影和直方图熵进行图像篡改检测的盲法

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摘要

The tremendous technological advancements in recent times has enabled people to create, edit and circulate images easily than ever before. As a result of this, ensuring the integrity and authenticity of the images has become challenging. Malicious editing of images to deceive the viewer is referred to as image tampering. A widely used image tampering technique is image splicing or compositing, in which regions from different images are copied and pasted. In this paper, we propose a tamper detection method utilizing the blocking and blur artifacts which are the footprints of splicing. The classification of images as tampered or not, is done based on the standard deviations of the entropy histograms and block discrete cosine transformations. We can detect the exact boundaries of the tampered area in the image, if the image is classified as tampered. Experimental results on publicly available image tampering datasets show that the proposed method outperforms the existing methods in terms of accuracy.
机译:近年来,巨大的技术进步使人们能够比以往更轻松地创建,编辑和分发图像。结果,确保图像的完整性和真实性变得具有挑战性。恶意编辑图像以欺骗观看者的行为被称为图像篡改。广泛使用的图像篡改技术是图像拼接或合成,其中复制和粘贴来自不同图像的区域。在本文中,我们提出了一种利用阻塞和模糊伪影(它们是拼接的足迹)的篡改检测方法。根据熵直方图的标准偏差和块离散余弦变换,将图像分类为是否被篡改。如果图像被分类为篡改,我们可以检测出图像中被篡改区域的确切边界。对公开可用的图像篡改数据集的实验结果表明,该方法在准确性方面优于现有方法。

著录项

  • 来源
    《Pattern recognition》|2017年|104430T.1-104430T.5|共5页
  • 会议地点 Singapore(SG)
  • 作者

    Manu.V.T; $B.M.Mehtre;

  • 作者单位

    Center for Cyber Security (CCS), Institute for Development and Research in Banking Technology (IDRBT), Established by The Reserve Bank of India, Hyderabad, India;

    Center for Cyber Security (CCS), Institute for Development and Research in Banking Technology (IDRBT), Established by The Reserve Bank of India, Hyderabad, India;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Image splicing; entropy histogram; Block DCT; blocking artifacts;

    机译:图像拼接;熵直方图阻止DCT;阻止文物;
  • 入库时间 2022-08-26 14:06:55

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