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论文Awesome Deepfakes Detection
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A collection list of Deepfakes Detection related datasets, tools, papers, and code. If this list helps you on your research, a star will be my pleasure :)
If you want to contribute to this list, welcome to send me a pull request or contact me :)
This repository only collects papers related to Deepfake Detection. If you are also interested in Deepfakes generation, please refer to: Awesome Deepfakes.
Contents
- Datasets
- Competitions
- Tools
- Recent Conference Papers
- Survey
- Spatiotemporal Based
- Frequency Based
- Generalization
- Interpretability
- Human-Decision
- Localization
- Multi-modal Based
- Biological Signal
- Robustness
- Fairness
- Fingerprint/Watermark
- Identity-Related
- Adversarial Attack
- Real Scenario
- Anomaly Detection
- Self-Supervised Learning
- Source Model Attribution
- Multiclass Classification
- Federated Learning
- Knowledge Distillation
- Meta-Learning
- Depth Based
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: On the Detection of Digital Face Manipulation. Paper Download
- DeepfakeDetection: 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
- FaceForensic++: FaceForensics++: Learning to Detect Manipulated Facial Images. Paper Download
- FFIW-10K: Face Forensics in the Wild. Paper Download
- Deeper Forensic-1.0: DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection. Paper Download
- Wild Deepfake: WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection. Paper Download
- ForgeryNet: ForgeryNet: A Versatile Benchmark for Comprehensive Forgery Analysis. Paper Download
- WLDR: Protecting World Leaders Against Deep Fakes. Paper
- FakeAVCeleb: FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset. Paper Download
| Real Videos | Fake Videos | Year | Note | |
|---|---|---|---|---|
| UADFV | 49 | 49 | 2018 | focus on head pose |
| EBV | - | 49 | 2018 | focus on eye blinking |
| Deepfake-TIMIT | 320 | 640 | 2018 | GAN-Based methods |
| DFFD | 1,000 | 3000 | 2019 | mutiple SOTA methods |
| DeepfakeDetection | 363 | 3,068 | 2019 | collect from actors with publicly available generation methods |
| Celeb-DF (v2) | 590 | 5639 | 2019 | high quality |
| DFDC | 23,564 | 104,500 | 2019 | DFDC competition on Kaggle |
| FaceForensic++ | 1,000 | 5,000 | 2019 | five different generation methods |
| FFIW-10K | 10,000 | 10,000 | 2019 | mutiple faces in one frame |
| WLDR | - | - | 2019 | person of interest video from Youtube |
| DeeperForensics-1.0 | 50,000 | 10,000 | 2020 | add real-world perturbations |
| Wild-Deepfake | 3,805 | 3,509 | 2021 | collect from Internet |
| ForgeryNet | 99,630 | 121,617 | 2021 | 8 video-level generation methods, add perturbations |
| FakeAVCeleb | 500 | 19,500 | 2021 | audio-visual multi-modalies dataset |
Image Datasets
- DFFD: On the Detection of Digital Face Manipulation. 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
- DFGC: DFGC 2021: A DeepFake Game Competition. Paper Dowload
- ForgeryNet: ForgeryNet: A Versatile Benchmark for Comprehensive Forgery Analysis. Paper Download
| Real Images | Fake Images | Year | Note | |
|---|---|---|---|---|
| DFFD | 58,703 | 240,336 | 2019 | mutiple SOTA methods |
| iFakeFaceDB | - | 87,000 (StyleGAN) | 2020 | generated by StyleGAN |
| 100k Faces | - | 100,000 (StyleGAN) | 2021 | generated by StyleGAN |
| DFGC | 1,000 | N*1,000 | 2021 | DFGC 2021 competition, fake images generated by users |
| ForgeryNet | 1,438,201 | 1,457,861 | 2021 | 7 image-level generation methods, add perturbations |
Competitions
| Name | Link | Year | Note |
|---|---|---|---|
| Deepfake Detection Challenge | Website | 2019 | 1. video-level detection. 2. use DFDC datasets. 3. the first worldwide competition. 4. more than 2,000 teams participated. |
| DeepForensics Challenge | Website | 2020 | 1. video-level detection. 2. use DeeperForensics-1.0 datasets. 3. simulates real-world scenarios. |
| Deepfake Game Competition | Website | 2021 | 1. both image-level generation and video-level detection track. 2. use Celeb-DF(v2) datasets. |
| Face Forgery Analysis Challenge | Website | 2021 | 1. both image-level and video-level detection track. 2. addtional temporal localization track. 3. use ForgeryNet dataset. |
Tools
Recent Conference Papers
CVPR
- Exploiting Style Latent Flows for Generalizing Video Deepfake Detection, CVPR 2024: Paper
- AVFF: Audio-Visual Feature Fusion for Video Deepfake Detection, CVPR 2024: Paper
- Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection, CVPR 2024: Paper
- Rethinking the Up-Sampling Operations in CNN-based Generative Network for Generalizable Deepfake Detection, CVPR 2024: Paper Github
- LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection, CVPR 2024: Paper Github
- Preserving Fairness Generalization in Deepfake Detection, CVPR 2024: Paper Github
- Implicit Identity Leakage: The Stumbling Block to Improving Deepfake Detection Generalization, CVPR 2023: Paper Github
- Implicit Identity Driven Deepfake Face Swapping Detection, CVPR 2023: Paper
- AltFreezing for More General Face Forgery Detection, CVPR 2023: Paper
- AUNet: Learning Relations Between Action Units for Face Forgery Detection, CVPR 2023: Paper
- Dynamic Graph Learning with Content-guided Spatial-Frequency Relation Reasoning for Deepfake Detection, CVPR 2023: Paper
- TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization, CVPR 2023: Paper Github
- Learning on Gradients: Generalized Artifacts Representation for GAN-Generated Images Detection, CVPR 2023: Paper Github
- Towards Universal Fake Image Detectors That Generalize Across Generative Models, CVPR 2023: Paper Github
- DF-Platter: Multi-Face Heterogeneous Deepfake Dataset, CVPR 2023: Paper
- Self-Supervised Video Forensics by Audio-Visual Anomaly Detection, CVPR 2023:
