DeepMoiréFake

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If you want to access the DeepMoiréFake dataset for download, please follow this license agreement.

Note that If you use our dataset, please consider using the citation.

@inproceedings{

tariq2025through,

title={Through the Lens: Benchmarking Deepfake Detectors Against Moir\'e-Induced Distortions},

author={Razaib Tariq and Minji Heo and Shahroz Tariq and Simon S. Woo},

booktitle={The Thirty-ninth Annual Conference on Neural Information Processing Systems Datasets and Benchmarks Track},

year={2025},

url={https://openreview.net/forum?id=HtGOaraQEH}}

🗄️ File Organization

"description": "DeepMoireFake is an real-world environmental dataset that influences deepfake detectors.",

"keywords": [

"Computer and Information Science",

"Deepfake Detection",

"Distortion Artifacts",

"Deepfake",

"Distortion",

"Moire",

"Synthetic",

"Compression"

"license": "https://dataverse.harvard.edu/api/datasets/:persistentId/versions/2.0/customlicense?persistentId=doi:10.7910/DVN/XYOSYW",

"datePublished": "2025-05-16",

"dateModified": "2025-05-21",

"includedInDataCatalog": {

"@type": "DataCatalog",

"name": "Harvard Dataverse",

"url": "https://dataverse.harvard.edu"

"publisher": {

"@type": "Organization",

"name": "Harvard Dataverse"

"version": "2.0",

"citeAs": "@data{DVN/XYOSYW_2025,author = {Tariq, Razaib and Heo, Minji and Simon S.Woo and Tariq, Shahroz},publisher = {Harvard Dataverse},title = {Through the Lens: Benchmarking Deepfake Detectors Against Moiré-Induced Distortions},year = {2025},url = {https://doi.org/10.7910/DVN/XYOSYW}}",

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"contentUrl": "https://dataverse.harvard.edu/api/access/datafile/11237743"

}, .......

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🗄️ Dataset Organization

📱 Samsung

Lights on/off
- 🖥️ Screen
  - LG
    - CelebDF
      - Real
      - Fake
    - DFDC
      - Real
      - Fake
    - DFD
      - Real
      - Fake
    - FaceForensics++
      - Deepfake
        Real
        Fake
      - Face2Face
        Real
        Fake
      - Faceswap
        Real
        Fake
      - Neuraltextures
        Real
        Fake
    - UADFV
      - Real
      - Fake
  - Benq
    - .....
  - Samsung
    - .....
  - Lenovo
    - .....

📱 iPhone

Lights 🌇 on/off 🌆
- 🖥️ Screen
  - LG
    - CelebDF
      - Real
      - Fake
    - DFDC
      - Real
      - Fake
    - DFD
      - Real
      - Fake
    - FaceForensics++
      - Deepfake
        Real
        Fake
      - Face2Face
        Real
        Fake
      - Faceswap
        Real
        Fake
      - Neuraltextures
        Real
        Fake
    - UADFV
      - Real
      - Fake
  - Benq
    - .....
  - Samsung
    - .....
  - Lenovo
    - .....

🧾 Release History

Please send an access request to download the dataset: Dataverse Harvard
Our DeepMoiréFake dataset has a digital object identifier (DOI) as follows: DeepMoireFake DOI
Our Eval codes are here: https://github.com/Razaib-Tariq/DeepMoireFake
Dataset samples can be found here: https://github.com/Razaib-Tariq/DeepMoireFake/tree/main/Samples

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