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awesome-deepfakes's Introduction

Awesome DeepfakesAwesome

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

  • 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

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

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