Deepfake video detection methods
Datasets
- Faceforensics++: https://github.com/ondyari/FaceForensics
- Deepstreets: http://clem.dii.unisi.it/~vipp/website_resources/datasets/deepstreet.tar.gz
Detection Methods
- Faceforensics++: Learning to detect manipulated facial images (2019 ICCV) paper code
- Deepfake video detection using recurrent neural networks (2018 AVSS) paper
- Deep Face Forgery Detection (2020 arXiv) paper code
- Efficientnet: Rethinking model scaling for convolutional neural networks (2019 PMLR) paper code
- Rethinking the inception architecture for computer vision (2016 CVPR) paper
- Detection of Fake and Fraudulent Faces via Neural Memory Network (Dec 2020 TIFS) paper
- What makes fake images detectable? Understanding properties that generalize (2020 ECCV) paper code
- M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection (2020 arXiv) paper
- Are GAN generated images easy to detect A critical analysis of the state-of-the-art (2021 ICME) paper code
- CNN-generated images are surprisingly easy to spot... for now (2020 CVPR) paper code