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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

FaceApp

Kaggle Deepfake Detection challenge

Xpression app : Your facial expression on anyone's face