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...
pythondeep-neural-networksdeep-learningmodelsimage-processingcnnvggopencv-pythonmtcnndeepfacedeepfakesdeepfake-detection UpdatedAug 21, 2024 Python recluzegeek/deepscan-web Star0 A Laravel-based web application for analyzing videos using deep learning to detect potential deepfake video content. ...
[2] Nguyen, Thanh & Nguyen, Cuong M. & Nguyen, Tien & Nguyen, Duc & Nahavandi, Saeid. Deep Learning for Deepfakes Creation and Detection: A Survey (2019). [3] P. K. P. K. Sawinder Kaur, Deepfakes: temporal sequential analysis to detect face-swapped video clips using convolutional ...
github.com/iperov/DeepF 加入多种脸部提取模型如S3FD,MTCNN, dlib或手工提取。 1.6 Towards Open-Set Identity Preserving Face Synthesis arxiv.org/abs/1803.1118 1.7 Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arxiv.org/abs/1905.0823 2 Deepfake Detection 2.1 Deepfake Image Detec...
If you're using a deepfake app, the entire deepfake process, including face detection, training, and swapping, is done automatically. These apps are perfect for quick, easy deepfakes. On the other hand, advanced tools like DeepFaceLab give you more control but require more time and technical...
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...
The one obvious solution is to use artificial intelligence itself to detect these fake videos. Many governments, tech companies, and researchers are working on countermeasures (including detection tools, educational campaigns, and regulations) to mitigate the negative impact of deepfake technology. ...
二、FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning 论文链接:arxiv.org/abs/2105.1361 项目链接:github.com/alsgkals2/FR 为了检测新类型的换脸技术,模型应该从额外的数据中学习,而不必担心失去对deepfakes的事先了解(灾难性的遗忘),尤其是当新的伪造技术与事先训练...
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 ...
3.Exposing deep fakes using inconsistent head poses 4.A Survey on Deepfakes and Detection Techniques 5.First Order Motion Model for Image Animation 6.《Deep Learning》 7.https://zhuanlan.zhihu.com/p/31742653 8.https://arxiv.org/abs/1406.2661 ...