DeepFake Video Dataset整理


無肖像權可用資料集待整理

Scientists warn deepfakes are about to become undetectable
https://www.popsci.com/technology/deepfakes-undetectable-heartbeats/

WildDeepfake - deepfake dataset collected on the web for deepfake detection
https://github.com/OpenTAI/wild-deepfake
https://arxiv.org/pdf/2101.01456v1
曾在2026/6/9被使用於以下論文
Advancing Deepfake Video Detection with Deep Learning Based Multi-Stream Architecture
https://ieeexplore.ieee.org/document/11546967

The DeepFake Detection Challenge (DFDC) Dataset
https://arxiv.org/abs/2006.07397
https://ai.meta.com/datasets/dfdc/
https://www.innovatiana.com/en/datasets/deep-fake-detection-dfd-entire-original-dataset
曾在2026/6/11被使用於以下論文
FedMaxAdapt: Gradient-Guided Adaptive Sparsity for Scalable Multi-Modal Federated Deepfake Detection
https://ieeexplore.ieee.org/document/11551901
曾在2026/6/8被使用於以下論文(但這篇也有用到FaceForensics++ 與 Celeb-DF)
Deepfake Video Forensics Using ResNeXt–LSTM Visual Modeling and DSP-Enhanced Audio Spectrogram Analysis
https://ieeexplore.ieee.org/document/11547579
曾在2026/6/8被使用於以下論文
A Reliable and Accurate Face Swap Deepfake video Detection using Multi - Model AI/ML system
https://ieeexplore.ieee.org/document/11544874

Bias-Averse Learning for Mitigating Source Dataset Bias in Avatar Fingerprinting
https://ieeexplore.ieee.org/document/11418910

IndicSideFace: A Dataset for Advancing Deepfake Detection on Side-Face Perspectives of Indian Subjects
https://dspace.iiti.ac.in/handle/123456789/16794
https://ieeexplore.ieee.org/document/11099399

Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics
https://arxiv.org/abs/1909.12962
https://github.com/yuezunli/celeb-deepfakeforensics

FaceForensics++ 與 Celeb-DF (V2)
曾在2026/6/8被使用於以下論文
A YOLO - MViT Based Hybrid Approach for Deepfake Videos Detection Using Facial Features
https://ieeexplore.ieee.org/document/11544639

DARK FACE: Face Detection in Low Light Condition
https://flyywh.github.io/CVPRW2019LowLight/

Video Deepfake Detection using Remote Photoplethysmography Feature and Machine Learning
https://www.csie.ntpu.edu.tw/uploads/file/project/111/PRJ-NTPUCSIE-111-004.pdf

Daniel, M., & Ethan, B. (2019). iPhys: An Open Non-Contact Imaging-Based Physiological Measurement Toolbox. arXiv preprint arXiv:1901.04366 [cs.CV].
https://arxiv.org/abs/1901.04366
https://github.com/danmcduff/iphys-toolbox

TWHD:台灣開拓性的多臉偽造檢測深偽資料集
TWHD:Taiwan Pioneering Deepfake Dataset for Multi-Face Forgery Detection
https://hdl.handle.net/11296/8u83s3

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