Awesome-DeepFakes
A curated list of awesome DeepFake papers, datasets, and codes.
If there is any inconvenient information on this list, please contact us and we will delete it as soon as possible.
Contents
Papers
Libraries for DeepFake public published or arXiv preprint papers.
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Deepfake Survey&Reports
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Deepfake Creation
- Face2Face: Real-time Face Capture and Reenactment of RGB Videos (CVPR2016) [paper]
- Fast Face-swap Using Convolutional Neural Networks (ICCV2017) [paper]
- Synthesizing Obama Learning Lip Sync from Audio (TOG2017) [paper]
- Text-based Editing of Talking-head Video (SIGGRAPH2019) [paper]
- FSGAN Subject Agnostic Face Swapping and Reenactment (ICCV2019) [paper]
- Deferred Neural Rendering: Image Synthesis using Neural Textures(arXiv preprint 2019.4) [paper] [website]
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Deepfake Detection
- Two-Stream Neural Networks for Tampered Face Detection (CVPRW2017) [paper]
- Capsule-forensics Using capsule networks to detect forged images and videos (ICASSP2019) [paper]
- Combating Deepfake Videos Using Blockchain and Smart Contracts (IEEE Access2019) [paper]
- Deepfake Video Detection Using Recurrent Neural Networks (AVSS2018) [paper]
- Detection of Deepfake Video Manipulation (IMVIP 2018) [paper]
- Detection of GAN-generated Fake Images over Social Networks (MIPR2018) [paper]
- Exploiting Visual Artifacts to Expose Deepfakes and Face Manipulations (CVPRW2019) [paper]
- Exposing Deep Fakes Using Inconsistent Head Poses (ICASSP2019) [paper]
- Exposing DeepFake Videos By Detecting Face Warping Artifacts (CVPRW2019) [paper]
- Exposing GAN-synthesized Faces Using Landmark Locations (arXiv preprint 2019.3) [paper]
- In Ictu Oculi Exposing AI Generated Fake Face Videos by Detecting Eye Blinking (WIFS2018) [paper]
- MesoNet a Compact Facial Video Forgery Detection Network (WIFS2018) [paper]
- Protecting World Leaders Against Deep Fakes (CVPRW 2019) [paper]
- Recurrent Convolutional Strategies for Face Manipulation Detection in Videos (CVPRW2019) [paper]
- Speaker inconsistency detection in tampered video (EUSIPCO2018) [paper]
- Vulnerability of Face Recognition to Deep Morphing (arXiv preprint 2019.10)[paper]
- Limits of Deepfake Detection: A Robust Estimation Viewpoint(arXiv preprint 2019.5)[paper]
- Detecting GAN generated Fake Images using Co-occurrence Matrices(arXiv preprint 2019.10)[paper]
- Detecting GAN-generated Imagery using Color Cues(arXiv preprint 2018.12)[paper]
Datasets
Libraries for DeepFake dataset.
- UADFV: Exposing Deep Fakes Using Inconsistent Head Poses (ICASSP2019) [paper]
- DF-TIMIT-LQ/DF-TIMIT-HQ: DeepFakes a new threat to face recognition assessment and detection (arXiv Preprint 2018.12) [paper] [website]
- FaceForensics: Face Forensics: A Large-scale Video Dataset for Forgery Detection in Human Faces (arXiv preprint 2018.3) [paper] [github]
- FaceForensics++: FaceForensics++: Learning to Detect Manipulated Facial Images (arXiv preprint 2019.3) [paper] [github]
- DFD: Deepfakes detection dataset by google & jigsaw(released in FaceForensics++ dataset) [github]
- DFDC Preview: The Deepfake Detection Challenge(DFDC) Preview Dataset (arXiv preprint 2019.10) [paper] [website]
- Celeb-DF: Celeb-DF: A New Dataset for DeepFake Forensics (arXiv preprint 2019.11.27) [paper] github
Codes
Libraries for DeepFakes creation and DeepFakes detection codes.
DeepFakes Creation Method
Faceswap [github]
GAN-based Faceswap [github]
Fewshot face translation GAN [github]
DeepFakes Detection Method
MesoNet [github]
HeadPose Forensic [bitbucket]
Face Warping Artifacts(FWA) [github]
Exploiting Visual Artifacts [github]
Xception [github]
Multi-task [github]
Capsule Forensics [github]
DSP-FWA [github]
Any contributing is welcomed!