一种新的基于人脸检测和图像水印的人脸图像处理揭示方案

Zahraa Aqeel Salih, R. T. Mohammed, Khamis A. Zidan, B. Khoo
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引用次数: 1

摘要

人脸图像处理(FIM)算法和应用正在迅速发展和普及。如今,人们可以很容易地找到一个应用程序来处理不同目的的人脸图像。在“DeepFakes”的发展和流行之后,研究界强调了实施可以揭示FIM的新检测技术的必要性。现有的FIM检测技术具有不同的局限性,并且大多数提出的方案都需要预先了解用于生成被操纵的人脸图像的FIM方法,这使得它们受到限制。本文提出了一种基于人脸检测算法和变换域图像水印技术的人脸图像处理显示(FIMR)方案。该方案不需要预先了解FIM方法,因此可以揭示不同类型的FIM。实验验证了该算法在不同尺寸人脸图像下的性能。结果表明,该方案能够有效地揭示人脸交换、表情交换、属性攻击、修饰攻击和变形攻击等多种操纵攻击。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A new face image manipulation reveal scheme based on face detection and image watermarking
Face image manipulation (FIM) algorithms and applications are increasing and distributing rapidly. Nowadays, one can easily find an application to manipulate face images for different purposes. After the development and popularity of “DeepFakes”, the research community highlighted the necessity of implementing new detection techniques that can reveal FIM. The available FIM detection techniques have different limitations and most of the presented schemes require a prior knowledge of the FIM method that has been applied to generate the manipulated face image which makes them restricted. In this paper, we present a new face image manipulation reveal (FIMR) scheme based on face detection algorithm and image watermarking technique in the transform domain. The proposed scheme does not need a prior knowledge of the FIM method thus it can reveal different types of FIM. Experiments have been conducted to evaluate the performance of the proposed FIMR scheme for face images with different sizes. The results proved that the proposed scheme can successfully reveal different manipulation attacks such as face swap, expression swap, attribute attacks, retouching attacks, and morphing attacks.
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