This projects aims in detection of video deepfakes using deep learning techniques like RestNext and LSTM. We have achived deepfake detection by using transfer learning where the pretrained RestNext CNN is used to obtain a feature vector, further the LSTM layer is trained using the features. For...
This projects aims in detection of video deepfakes using deep learning techniques like RestNext and LSTM. We have achived deepfake detection by using transfer learning where the pretrained RestNext CNN is used to obtain a feature vector, further the LSTM
DeepFake Detection Using Deep Learning Chapter © 2023 References http://cvlab.cse.msu.edu/dffd-diverse-fake-face-dataset.html I never said that! High-tech deception of ‘deepfake’ videos, July 2018. https://www.cbsnews.com/news/i-never-said-that-high-tech-deception-of-deepfake-videos/...
Frame-wise face detection is carried out using a deep learning model based on the “single-shot multi-box detector” (Liu, W et al. 2016) [73]. In each frame, candidate background blocks are selected from the background. The main objective is to choose the farthest background block ...
论文题目:Deep Learning for Deepfakes Creation and Detection翻译:基于深度学习的Deepfake创建与检测 作者:Thanh Thi Nguyen*1, Cuong M. Nguyen2, Dung Tien Nguyen1, Duc Thanh Nguyen1 and Saeid Nahavandi3 1School of Information Technology, Deakin University, Victoria, Australia(澳大利亚维多利亚州迪肯大学...
l 异常检测(Anomaly Detection) 同分类相反,异常检测模型使用正常数据进行训练,部署期间检测异常值,这些方法不假设攻击的形式,对于未知的攻击创建方法泛化性更好,比如在人脸识别网络中度量神经元激活(相对于使用原始像素可获得更强的信号,能够克服噪声和其它失真)、训练一类VAE网络用于重建真实图像并对新图像计算其和重建...
Discover the latest articles and news from researchers in related subjects, suggested using machine learning. Biometrics Cyberpsychology Immune Evasion Security Science and Technology Virtual and Augmented Reality Notes https://github.com/clpeng/Awesome-Face-Forgery-Generation-and-Detection. ...
Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency Domain. arXiv preprint arXiv:2103.01856. [19] Li, L., Bao, J., Zhang, T., Yang, H., Chen, D., Wen, F., & Guo, B. (2020). Face x-ray for more general face forgery detection. In Proceedings of the ...
open_nsfw github Not Suitable for Work (NSFW) classification using deep neural network Caffe models. Yahoo Blog miles-deep github Deep Learning Porn Video Classifier/Editor with Caffe NSFWDetector github A NSFW (aka porn) detector with CoreML nsfwjs github NSFW detection on the client-side vi...
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...