nitindang / deep-fakes

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
A Style-Based Generator Architecture for Generative Adversarial Networks pdf	https://github.com/NVlabs/stylegan
Progressive Growing of GANs for Improved Quality, Stability, and Variation pdf
Real or Fake? Spoofing State-Of-The-Art Face Synthesis Detection Systems pdf	https://github.com/joaocneves/gan_fingerprint_removal
Detecting GAN-Generated Imagery Using Color Cues pdf
Attributing Fake Images to GANs: Learning and Analyzing GAN Fingerprints pdf
FakeSpotter: A Simple Baseline for Spotting AI-Synthesized Fake Faces pdf
Detecting GAN generated Fake Images using Co-occurrence Matrices pdf
Incremental Learning for the Detection and Classification of GAN-Generated Images pdf
Two-Stream Neural Networks for Tampered Face Detection pdf
MesoNet: a Compact Facial Video Forgery Detection Network pdf	https://github.com/DariusAf/MesoNet
Deepfake Video Detection Using Recurrent Neural Networks pdf
Exposing Deep Fakes Using Inconsistent Head Poses pdf
Exposing DeepFake Videos By Detecting Face Warping Artifacts pdf
Exploiting Visual Artifacts to Expose Deepfakes and Face Manipulations	https://github.com/FalkoMatern/Exploiting-Visual-Artifacts
Protecting World Leaders Against Deep Fakes pdf
Recurrent Convolutional Strategies for Face Manipulation Detection in Videos pdf
Speaker Inconsistency Detection in Tampered Video pdf
Detecting Facial Retouching Using Supervised Deep Learning pdf
Detecting Both Machine and Human Created Fake FaceImages In the Wild pdf
On Detecting GANs and Retouching based Synthetic Alterations pdf
Detecting Photoshopped Faces by Scripting Photoshop pdf	https://github.com/peterwang512/FALdetector
Detecting and Simulating Artifacts in GAN Fake Images pdf	https://github.com/ColumbiaDVMM/AutoGAN
Deepfake Video Detection through Optical Flow based CNN pdf

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