GenImage (doi:10.7910/DVN/AKDIHF)

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Part 1: Document Description
Part 2: Study Description
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GenImage

doi:10.7910/DVN/AKDIHF

Harvard Dataverse

2024-03-22

2

Author, Anonymous, 2024, "GenImage", https://doi.org/10.7910/DVN/AKDIHF, Harvard Dataverse, V2

GenImage

doi:10.7910/DVN/AKDIHF

Author, Anonymous

Harvard Dataverse

Author, Anonymous

Author, Anonymous

2024-03-07

https://doi.org/10.7910/DVN/AKDIHF

Computer and Information Science, Deepfake Detection

You can find an easy to use download script here: <br> https://www.unbiased-genimage.org <br><br> This is an easy to use download of the GenImage dataset for AI-generated image detection. We provide this download, since the original GenImage download at Baidu is hard to use from countries outside of Asia. <br><br> GenImage: https://genimage-dataset.github.io/ <br><br> The dataset corresponds to our paper "Fake or JPEG? Revealing Common Biases in Generated Image Detection Datasets" https://www.unbiased-genimage.org <br><br> We added a metadata CSV which contains additional information to the original GenImage download, such as JPEG quality factor or content class ID. <br><br> We removed 17 corrupted files from the original download, as listed in corrupted_files.txt <br><br>

"quality factor" / "compression rate" in CSV is 100 for PNG images

@article{zhu2024genimage, title={Genimage: A million-scale benchmark for detecting ai-generated image}, author={Zhu, Mingjian and Chen, Hanting and Yan, Qiangyu and Huang, Xudong and Lin, Guanyu and Li, Wei and Tu, Zhijun and Hu, Hailin and Hu, Jie and Wang, Yunhe}, journal={Advances in Neural Information Processing Systems}, volume={36}, year={2024} }

@article{zhu2024genimage, title={Genimage: A million-scale benchmark for detecting ai-generated image}, author={Zhu, Mingjian and Chen, Hanting and Yan, Qiangyu and Huang, Xudong and Lin, Guanyu and Li, Wei and Tu, Zhijun and Hu, Hailin and Hu, Jie and Wang, Yunhe}, journal={Advances in Neural Information Processing Systems}, volume={36}, year={2024} }

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corrupted_files.txt

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genimage_metadata.csv

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text/csv

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GenImage.z327

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GenImage.z329

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GenImage.z330

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GenImage.z337

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GenImage.z338

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Label:

GenImage.z340

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GenImage.z341

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Label:

GenImage.z342

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Label:

GenImage.z343

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Label:

GenImage.z344

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GenImage.z345

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Label:

GenImage.z346

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GenImage.z347

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GenImage.z348

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Label:

GenImage.z349

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Label:

GenImage.z351

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GenImage.z352

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Label:

GenImage.z353

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Label:

GenImage.z354

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Label:

GenImage.z355

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Label:

GenImage.z356

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GenImage.z360

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Label:

GenImage.z361

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Label:

GenImage.z362

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Label:

GenImage.z363

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Label:

GenImage.z364

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Label:

GenImage.z365

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Label:

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Label:

GenImage.z367

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Label:

GenImage.z368

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Label:

GenImage.z369

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Label:

GenImage.z370

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Label:

GenImage.z371

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Label:

GenImage.z372

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Label:

GenImage.z373

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Label:

GenImage.z374

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Label:

GenImage.z375

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Label:

GenImage.z376

Text:

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Label:

GenImage.z377

Text:

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Label:

GenImage.z378

Text:

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Label:

GenImage.z379

Text:

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Label:

GenImage.z380

Text:

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Label:

GenImage.z381

Text:

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Label:

GenImage.z382

Text:

application/octet-stream

Label:

GenImage.z383

Text:

application/octet-stream

Label:

GenImage.z384

Text:

application/octet-stream

Label:

GenImage.z385

Text:

application/octet-stream

Label:

GenImage.z386

Text:

application/octet-stream

Label:

GenImage.z387

Text:

application/octet-stream

Label:

GenImage.z388

Text:

application/octet-stream

Label:

GenImage.z389

Text: