Deep-Fakes
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Deep-Fakes
a list of Deepfakes resources, deepfakes datasets, deepfake generation and detection methods
Table of Contents
Datasets
Deepfake Detection Methods
Deepfake Generation methods
Datasets
| Database | Real content | Fake content |
|---|---|---|
| Flickr-Faces-HQ Dataset | ||
| 100K-Generated-Images | 100,000 | |
| 100K-Faces (2019) | 100,000 | |
| DFFD | 100,000 (StyleGAN) 200,000 (ProGAN) | |
| FSRemovalDB | 150,000 | |
| UADFV | 49 (Youtube) | 49 (FakeApp) |
| DeepfakeTIMIT | 620 (faceswap-GAN) | |
| FaceForensics++ | 1000 (Youtube) | 1000 (FaceSwap) 1000 (DeepFake) |
| DeepFakeDetection | 363 (Actors) | 3068 (DeepFake) |
| Celeb-DF | 408 (Youtube) | 795 (DeepFake) |
| DFDC Preview | 1131 (Actors) | 4119 (Unknown) |
Deepfake Detection Methods
| Method | Code | Year |
|---|---|---|
| Detecting Facial Retouching Using Supervised Deep Learning pdf | 2016 | |
| Progressive Growing of GANs for Improved Quality, Stability, and Variation pdf | 2017 | |
| Exploiting Visual Artifacts to Expose Deepfakes and Face Manipulations | https://github.com/FalkoMatern/Exploiting-Visual-Artifacts | 2017 |
| Detecting Both Machine and Human Created Fake FaceImages In the Wild pdf | 2017 | |
| A Style-Based Generator Architecture for Generative Adversarial Networks pdf | https://github.com/NVlabs/stylegan | 2018 |
| MesoNet: a Compact Facial Video Forgery Detection Network pdf | https://github.com/DariusAf/MesoNet | 2018 |
| Detecting GAN-Generated Imagery Using Color Cues pdf | 2018 | |
| Attributing Fake Images to GANs: Learning and Analyzing GAN Fingerprints pdf | 2018 | |
| Speaker Inconsistency Detection in Tampered Video pdf | 2018 | |
| Exposing Deep Fakes Using Inconsistent Head Poses pdf | 2018 | |
| Two-Stream Neural Networks for Tampered Face Detection pdf | 2018 | |
| Exposing DeepFake Videos By Detecting Face Warping Artifacts pdf | 2018 | |
| Real or Fake? Spoofing State-Of-The-Art Face Synthesis Detection Systems pdf | https://github.com/joaocneves/gan_fingerprint_removal | 2019 |
| FakeSpotter: A Simple Baseline for Spotting AI-Synthesized Fake Faces pdf | 2019 | |
| Detecting GAN generated Fake Images using Co-occurrence Matrices pdf | 2019 | |
| Incremental Learning for the Detection and Classification of GAN-Generated Images pdf | 2019 | |
| Deepfake Video Detection Using Recurrent Neural Networks pdf | 2019 | |
| Multi-task Learning For Detecting and Segmenting Manipulated Facial Images and Videos pdf | 2019 | |
| Protecting World Leaders Against Deep Fakes pdf | 2019 | |
| Recurrent Convolutional Strategies for Face Manipulation Detection in Videos pdf | 2019 | |
| On Detecting GANs and Retouching based Synthetic Alterations pdf | 2019 | |
| Detecting Photoshopped Faces by Scripting Photoshop pdf | https://github.com/peterwang512/FALdetector | 2019 |
| Detecting and Simulating Artifacts in GAN Fake Images pdf | https://github.com/ColumbiaDVMM/AutoGAN | 2019 |
| Deepfake Video Detection through Optical Flow based CNN pdf | 2019 | |
| Detecting Deep-Fake Videos from Appearance and Behavior pdf | 2020 | |
| Detecting Deep-Fake Videos from Phoneme-Viseme Mismatches pdf | 2020 | |
| Detecting Deepfakes with Metric Learning pdf | 2020 | |
| DeepVision: Deepfakes Detection Using Human Eye Blinking Pattern pdf | 2020 |
Deepfake Generation methods
| Method | Code |
|---|---|
| StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation pdf | https://github.com/yunjey/stargan |
| Face2face: Real-Time Face Capture and Reenactment of RGB Videospdf | https://github.com/datitran/face2face-demo |
| A Style-Based Generator Architecture for Generative Adversarial Networks pdf | https://github.com/NVlabs/stylegan |
| STGAN: A Unified Selective Transfer Network for Arbitrary Image Attribute Editing pdf | https://github.com/csmliu/STGAN |
| FaceSwap | https://github.com/MarekKowalski/FaceSwap |
| FaceSwap GAN | https://github.com/shaoanlu/faceswap-GAN |
| AttGAN: Facial Attribute Editing by Only Changing What You Want | https://github.com/LynnHo/AttGAN-Tensorflow |
| Invertible Conditional GANs for image editing pdf | https://github.com/Guim3/IcGAN |
| Fader Networks: Manipulating Images by Sliding Attributes pdf | https://github.com/facebookresearch/FaderNetworks |
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