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@@ -32,20 +32,30 @@ from huggingface_hub import hf_hub_download
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  hf_hub_download(repo_id="FoivosPar/Arc2Face", filename="0/0_0.zip", local_dir="./Arc2Face_data", repo_type="dataset")
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  ```
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  After unzipping, the dataset structure will be:
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  ```
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- Arc2Face_data
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- └── IDs
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- └── images
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  ```
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  Please note that due to the large dataset size, downloading and unzipping may take many hours to complete.
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- ## Citation
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- If you use this dataset, please cite our paper:
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  ```bibtex
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  @misc{paraperas2024arc2face,
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  title={Arc2Face: A Foundation Model of Human Faces},
@@ -56,9 +66,6 @@ If you use this dataset, please cite our paper:
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  primaryClass={cs.CV}
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  }
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  ```
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-
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- as well as the original dataset:
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-
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  ```bibtex
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  @misc{zhu2021webface260m,
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  title={WebFace260M: A Benchmark Unveiling the Power of Million-scale Deep Face Recognition},
 
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  hf_hub_download(repo_id="FoivosPar/Arc2Face", filename="0/0_0.zip", local_dir="./Arc2Face_data", repo_type="dataset")
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  ```
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+ And unzip them:
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+ ```bash
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+ unzip 0/0_0.zip -d ./Arc2Face_448x448
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+ ```
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+
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  After unzipping, the dataset structure will be:
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  ```
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+ Arc2Face_448x448
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+ └── IDs
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+ └── images
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  ```
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  Please note that due to the large dataset size, downloading and unzipping may take many hours to complete.
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+ ## Dataset Terms of Use
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+ By accessing and using this dataset, you agree to the following terms:
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+ - Usage of the data is only permitted for **research purposes**.
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+ - You agree **not to** use this dataset and its subsets for any commercial purposes.
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+ - You agree **not to** sell, trade, resell or sublicense the dataset to any third parties.
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+ - All the images of the original dataset are obtained from the Internet. We are not responsible for the content nor the meaning of the restored images.
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+ - If you use this dataset in your research, please cite our paper, as well as the original dataset paper:
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  ```bibtex
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  @misc{paraperas2024arc2face,
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  title={Arc2Face: A Foundation Model of Human Faces},
 
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  primaryClass={cs.CV}
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  }
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  ```
 
 
 
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  ```bibtex
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  @misc{zhu2021webface260m,
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  title={WebFace260M: A Benchmark Unveiling the Power of Million-scale Deep Face Recognition},