Awesome
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
- 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
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"TediGAN: Text-Guided Diverse Face Image Generation and Manipulation", CVPR 2021: Paper Github
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"One Shot Face Swapping on Megapixels", CVPR 2021: Paper Github
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"High-Fidelity and Arbitrary Face Editing", CVPR 2021: Paper
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"Celeb-DF: A Large-Scale Challenging Dataset for DeepFake Forensics", CVPR 2020: Paper Github
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"DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection", CVPR 2020: Paper Github
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"MaskGAN: Towards Diverse and Interactive Facial Image Manipulation", CVPR 2020: Paper Github
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"Semantic Component Decomposition for Face Attribute Manipulation", CVPR 2019: Paper
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"A Style-Based Generator Architecture for Generative Adversarial Networks", CVPR 2019: Paper
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"StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation",CVPR 2018: Paper
ICCV
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"A Latent Transformer for Disentangled Face Editing in Images and Videos", ICCV 2021: Paper Github
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"Diagonal Attention and Style-based GAN for Content-Style Disentanglement in Image Generation and Translation", ICCV 2021: Paper
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"Dual Projection Generative Adversarial Networks for Conditional Image Generation", ICCV 2021: Paper
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"LoFGAN: Fusing Local Representations for Few-shot Image Generation", ICCV 2021: Paper Github
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"Semi-Supervised Single-Stage Controllable GANs for Conditional Fine-Grained Image Generation": Paper
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"Unsupervised Image Generation with Infinite Generative Adversarial Networks", ICCV 2021: Paper Github
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"Make a Face: Towards Arbitrary High Fidelity Face Manipulation", ICCV 2019: Paper
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"FSGAN: Subject Agnostic Face Swapping and Reenactment", ICCV 2019: Paper Github
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"SC-FEGAN: Face Editing Generative Adversarial Network with User’s Sketch and Color", ICCV 2019: Paper Github
ECCV
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"Hierarchical Face Aging through Disentangled Latent Characteristics", ECCV 2020: Paper
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"CONFIG: Controllable Neural Face Image Generation", ECCV 2020: Paper
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"CAFE-GAN: Arbitrary Face Attribute Editing with Complementary Attention Feature", ECCV 2020: paper
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"High Resolution Zero-Shot Domain Adaptation of Synthetically Rendered Face Images", ECCV 2020: Paper
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"Attribute-Guided Face Generation Using Conditional CycleGAN",ECCV 2018: Paper
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"X2Face: A network for controlling face generation using images, audio, and pose codes", ECCV 2018: Paper
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"Generative Adversarial Network with Spatial Attention for Face Attribute Editing", ECCV 2018: Paper
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"Semi-supervised Adversarial Learning to Generate Photorealistic Face Images of New Identities from 3D Morphable Model", ECCV 2018: Paper Github
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"ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes", ECCV 2018: Paper Github
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"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