Deepfake technology has emerged as a significant concern due to its potential to generate highly realistic fake content, including videos, audio recordings, and images. As the sophistication of deepfake algorithms continues to advance, there is an urgent need for effective detection methods to combat ...
Deep learning uses its capacity to recognise complex patterns and features in data to increase the accuracy of deep-fake detection. Convolutional neural networks (CNNs), in particular, are deep learning models that are capable of detecting minute irregularities and artifacts in pictures and videos ...
Much research has been devoted to developing detection methods to reduce the potential negative impact of deepfakes. Application of neural networks and deep learning is one approach. In this paper, we consider the deepfake detection technologies Xception and MobileNet as two approaches for ...
Optimization and improvement of fake news detection using deep learning approaches for societal benefit Fake news is a topic that has been discussed for quite some time. Prior to the internet era, it was mostly distributed through yellow journalism, with a focus on sensational news such as crime...
【3.1 – Fake Image Detection】 人脸交换在视频合成,人像变形,尤其是身份保护方面具有许多引人注目的应用,因为它可以用图片库中的人脸替换照片中的人脸。但是,它也是网络攻击者用来渗透识别或身份验证系统以获取非法访问的技术之一。诸如CNN和GAN之类的深度学习的使用,使交换的面部图像对于取证模型更具挑战性,因为它...
Deep learning advances however have also been employed to create software that can cause threats to privacy, democracy and national security. One of those deep learning-powered applications recently emerged is "deepfake". Deepfake algorithms can create fake images and videos that humans cannot ...
摘要 Deep learning-based approaches are applied successfully in manyfields such as deepFake identification,big data a...展开更多 作者 R.Saravana Ram M.Vinoth Kumar Tareq M.Al-shami Mehedi Masud Hanan Aljuaid Mohamed Abouhawwash 机构地区 Department of Electronics and Communication ...
DETECTION OF DEEP FAKES USING DEEP LEARNING RECURRENT neural networksFEATURE extractionDeep learning algorithms have simplified the process of creating indistinguishable synthetic videos, or deep fakes, ... ASD D.,SK T.,VSST V.,... - i-Manager's Journal on Image Processing 被引量: 0发表: ...
Gabor filters: Detecting Deepfakes with Deep Learning and Gabor Filters Wildan J.Hadi, SUhad M. Kadhem, Ayad R. Abbas Additional (not tested but should be considered in the future as improvement): Face Spoofing Detection From Single Images Using Micro-Texture Analysis Jukka Määttä, Abdenou...
Ibrain l, Lloret L (2019) Fake news detection using Deep Learning. arXiv preprint arXiv:1910.03496 Clauset A, Newman MEJ, Moore C (2004) Finding community structure in very large networks. Phys Rev E 70(6):066111 Article Google Scholar Torlay L, Perrone-Bertolotti M, Thomas E, Baciu...