Daisy-Zhang/Awesome-Deepfakes

A list of datasets, tools, papers and code related to Deepfakes.

Awesome Deepfakes

A list of Deepfakes datasets, tools, papers and code. If this list help you in your research, a star is my pleasure.

If you want to contribute to this list, welcome to send me a pull request or contact me :) .

This repo only collect papers related to Deepfake Generation. If you are also interested in Deepfake Detection, please refer to: Awesome Deepfakes Detection.

Table of Contents

• Datasets
  • Video Datasets
  • Image Datasets
• Tools
• Papers
  • CVPR
  • ICCV
  • ECCV
  • ICLR
  • IJCAI
  • AAAI
  • ACM MM
  • TPAMI

Datasets

Video Datasets

• UADFV: "Exposing Deep Fakes Using Inconsistent Head Poses." Paper
• EBV: "In Ictu Oculi: Exposing AI Generated Fake Face Videos by Detecting Eye Blinking." Paper Download
• Deepfake-TIMIT: "DeepFakes: a New Threat to Face Recognition? Assessment and Detection." Paper Download
• DFFD: "DFFD: Diverse Fake Face Dataset." Paper Download
• Wild Deepfake: "WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection." Paper Download
• Celeb-DF (v1): "Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics." Paper Download
• Celeb-DF (v2): "Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics." Paper Download
• DFDC: "The DeepFake Detection Challenge (DFDC) Dataset." Paper Download
• Deeper Forensic: "DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection." Paper Download
• FaceForensic++: "FaceForensics++: Learning to Detect Manipulated Facial Images." Paper Download
• DFGC: "DFGC 2021: A DeepFake Game Competition." Paper Dowload
• FFIW-10K: "Face Forensics in the Wild." Paper Download
• ForgeryNet: "ForgeryNet: A Versatile Benchmark for Comprehensive Forgery Analysis." Paper Download

	Real Videos	Fake Videos
UADFV	49	49
Deepfake-TIMIT	320	640
DFFD	1000	3000
Celeb-DF (v2)	590	5639
DFDC	23,564	104,500
DeeperForensics-1.0	50,000	10,000
FaceForensic++	1000	5000
ForgeryNet	99,630	121,617

Image Datasets

• DFFD: "On the Detection of Digital Face Manipulation." Paper Download
• FFHQ: "A Style-Based Generator Architecture for Generative Adversarial Networks." Paper Download
• iFakeFaceDB: "GANprintR: Improved Fakes and Evaluation of the State of the Art in Face Manipulation Detection." Paper Download
• 100k Faces Generated by AI (Online): Download

	Real Images	Fake Images
DFFD	58,703	240,336
FFHQ	-	70,000 (GAN-based)
iFakeFaceDB	-	87,000 (StyleGAN)
100k Faces	-	100,000 (StyleGAN)
ForgeryNet	1,438,201	1,457,861

Tools

• Deepfakes-FaceSwap: Github
• FaceSwap: Github
• dfaker: Github
• FaceSwap-GAN: Github
• Face2Face: Github
• DeepFaceLab: Github
• DeepFaceLive: Github
• FaceSwap Online: Website
• MyVoiceYourFace: Website
• Online Deepfake Maker: Website
• Online Deepfake Video Creator: Website
• Generated Photos: Website

Papers

CVPR

• "TediGAN: Text-Guided Diverse Face Image Generation and Manipulation", CVPR 2021: Paper Github

• "One Shot Face Swapping on Megapixels", CVPR 2021: Paper Github

• "Face Forensics in the Wild", CVPR 2021: Paper Github

• "High-Fidelity and Arbitrary Face Editing", CVPR 2021: Paper

• "Celeb-DF: A Large-Scale Challenging Dataset for DeepFake Forensics", CVPR 2020: Paper Github

• "DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection", CVPR 2020: Paper Github

• "MaskGAN: Towards Diverse and Interactive Facial Image Manipulation", CVPR 2020: Paper Github

• "Semantic Component Decomposition for Face Attribute Manipulation", CVPR 2019: Paper

• "A Style-Based Generator Architecture for Generative Adversarial Networks", CVPR 2019: Paper

• "StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation",CVPR 2018: Paper

ICCV

• "A Latent Transformer for Disentangled Face Editing in Images and Videos", ICCV 2021: Paper Github

• "Diagonal Attention and Style-based GAN for Content-Style Disentanglement in Image Generation and Translation", ICCV 2021: Paper

• "Dual Projection Generative Adversarial Networks for Conditional Image Generation", ICCV 2021: Paper

• "LoFGAN: Fusing Local Representations for Few-shot Image Generation", ICCV 2021: Paper Github

• "Semi-Supervised Single-Stage Controllable GANs for Conditional Fine-Grained Image Generation": Paper

• "Unsupervised Image Generation with Infinite Generative Adversarial Networks", ICCV 2021: Paper Github

• "Make a Face: Towards Arbitrary High Fidelity Face Manipulation", ICCV 2019: Paper

• "FSGAN: Subject Agnostic Face Swapping and Reenactment", ICCV 2019: Paper Github

• "SC-FEGAN: Face Editing Generative Adversarial Network with User’s Sketch and Color", ICCV 2019: Paper Github

ECCV

• "Hierarchical Face Aging through Disentangled Latent Characteristics", ECCV 2020: Paper

• "CONFIG: Controllable Neural Face Image Generation", ECCV 2020: Paper

• "CAFE-GAN: Arbitrary Face Attribute Editing with Complementary Attention Feature", ECCV 2020: paper

• "High Resolution Zero-Shot Domain Adaptation of Synthetically Rendered Face Images", ECCV 2020: Paper

• "Attribute-Guided Face Generation Using Conditional CycleGAN",ECCV 2018: Paper

• "X2Face: A network for controlling face generation using images, audio, and pose codes", ECCV 2018: Paper

• "Generative Adversarial Network with Spatial Attention for Face Attribute Editing", ECCV 2018: Paper

• "Semi-supervised Adversarial Learning to Generate Photorealistic Face Images of New Identities from 3D Morphable Model", ECCV 2018: Paper Github

• "ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes", ECCV 2018: Paper Github

• "A Hybrid Model for Identity Obfuscation by Face Replacement", ECCV 2018: Paper

ICLR

• "CCGAN: CONTINUOUS CONDITIONAL GENERATIVE ADVERSARIAL NETWORKS FOR IMAGE GENERATION", ICLR 2021: Paper Github
• "FROM INFERENCE TO GENERATION: END-TO-END FULLY SELF-SUPERVISED GENERATION OF HUMAN FACE FROM SPEECH", ICLR 2020: Paper
• "Progressive Growing of GANs for Improved Quality, Stability, and Variation", ICLR 2018: Paper Github

IJCAI

• "Reference-guided Face Component Editing", IJCAI 2020: Paper
• "Talking Face Generation by Conditional Recurrent Adversarial Network", IJCAI 2019: Paper Github

AAAI

• "GDFace: Gated Deformation for Multi-view Face Image Synthesis", AAAI 2020: Paper
• "CG-GAN: An Interactive Evolutionary GAN-based Approach for Facial Composite Generation", AAAI 2020: Paper

ACM MM

• "DeepFacePencil: Creating Face Images from Freehand Sketches", ACM MM 2020: Paper
• "Talking Face Generation with Expression-Tailored Generative Adversarial Network", ACM MM 2020: Paper
• "SimSwap: An Efficient Framework For High Fidelity Face Swapping", ACM MM 2020: Paper
• "FakePolisher: Making DeepFakes More Detection-Evasive by Shallow Reconstruction", ACM MM 2020: Paper
• "Towards Automatic Face-to-Face Translation", ACM MM 2019: Paper Github
• "LinesToFacePhoto: Face Photo Generation From Lines With Conditional Self-Attention Generative Adversarial Networks", ACM MM 2019: Paper

TPAMI

• "InterFaceGAN: Interpreting the Disentangled Face Representation Learned by GANs", TPAMI 2020: Paper