The primary objective of this project is to replicate, validate the effectiveness and reliability of the DeepFake detection methodology proposed by Xia et al. (2022). in the domain of DeepFake video forensics. Environments Using CUDA11.3, PyTorch 1.13.1, python3.9 ...
Deepfake-Detection The Pytorch implemention of Deepfake Detection based onFaceforensics++ The Backbone net is XceptionNet, and we also reproduced theMesoNet with pytorch version, and you can use the mesonet network in this project. Install & Requirements ...
[22] 《Creating a dataset and a challenge for deepfakes》: https://ai.facebook.com/blog/deepfake-detection-challenge/,2019.9. [23] 《深度伪造与检测技术综述》:http://www.jos.org.cn/jos/ch/reader/create_pdf.aspx?file_no=6140&journal_id=jos,2020. [24] 《DeepFakes and Beyond: A Survey...
https://aistudio.baidu.com/aistudio/projectdetail/316583
近日,来自腾讯 Blade Team 的研究者提出了一种 mask-guided 检测和重建方法 MagDR(Mask-guided Detection and Reconstruction),该方法能够让 Deepfake 免受对抗攻击,这为破环 Deepfake 带来了新的思考方向。同时,该方法也能用于提升 AI图像处理的安全性。该论文已被 CVPR 2021 接收。
3.1. Deepfake Detection Task In the classic binary classification task for Deepfake detection, participants’ proposed solutions were evaluated with particular emphasis on “robustness” to common image alterations such as: rotation, mirroring, Gaussian filtering, scaling, cropping and re-compressions. Figu...
(ViT), i.e., extracting global features to detect deepfake images effectively. After conducting comprehensive experiments, our method demonstrates a high level of effectiveness, achieving a detection accuracy, precision, recall, and F1 rate of 99.5 to 100% for both the original and mixture data ...
we propose future directions to obtain robustand powerful deepfake detectors. Our project page and new benchmark are available at https://github.com/CroitoruAlin/biodeep.Index Terms—deepfake, deepfake generation, deepfake detection, deepfake benchmark.✦1 I NTRODUCTIONDEEPFAKE media comprises image,...
If you haven't already, install Atlas. Once you've installed Atlas, activate your environment if you haven't already, and navigate to your project folder.That's it, You're ready to go!DatasetsHalf of the dataset used in this project is from the FaceForensics deepfake detection dataset. ....
DeepFakeDetective: Revolutionizing Media Integrity with AI Deepfake Detection, Authenticity Verification, Content Validation, and Media Analysis! 🕵️♂️🔍 🔍🔒 Step into the forefront of media integrity with DeepFakeDetective, where advanced technology safeguards authenticity. Our state-of-the...