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Datasets:
Wan-fen52
/
MAVOS-DD

Tasks:
Video Classification
Modalities:
Video
Languages:
Arabic
Romanian
English
Size:
10K - 100K
ArXiv:
Dataset card Data Studio Files
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Wan-fen52 acroitoru commited on
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Duplicate from unibuc-cs/MAVOS-DD

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Co-authored-by: Alin Croitoru <acroitoru@users.noreply.huggingface.co>

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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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+ *.bin filter=lfs diff=lfs merge=lfs -text
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+ *.bz2 filter=lfs diff=lfs merge=lfs -text
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+ *.ckpt filter=lfs diff=lfs merge=lfs -text
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+ *.ftz filter=lfs diff=lfs merge=lfs -text
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+ *.gz filter=lfs diff=lfs merge=lfs -text
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+ *.h5 filter=lfs diff=lfs merge=lfs -text
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+ *.joblib filter=lfs diff=lfs merge=lfs -text
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+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
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+ *.lz4 filter=lfs diff=lfs merge=lfs -text
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+ *.mds filter=lfs diff=lfs merge=lfs -text
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+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
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+ *.model filter=lfs diff=lfs merge=lfs -text
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+ *.msgpack filter=lfs diff=lfs merge=lfs -text
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+ *.npy filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *.onnx filter=lfs diff=lfs merge=lfs -text
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+ *.ot filter=lfs diff=lfs merge=lfs -text
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+ *.parquet filter=lfs diff=lfs merge=lfs -text
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+ *.pb filter=lfs diff=lfs merge=lfs -text
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+ *.pkl filter=lfs diff=lfs merge=lfs -text
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+ *.pt filter=lfs diff=lfs merge=lfs -text
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+ *.pth filter=lfs diff=lfs merge=lfs -text
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+ *.rar filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tar filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - uncompressed
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+ *.pcm filter=lfs diff=lfs merge=lfs -text
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+ *.sam filter=lfs diff=lfs merge=lfs -text
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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - compressed
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+ *.ogg filter=lfs diff=lfs merge=lfs -text
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+ *.wav filter=lfs diff=lfs merge=lfs -text
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+ # Image files - uncompressed
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+ *.png filter=lfs diff=lfs merge=lfs -text
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+ # Image files - compressed
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+ *.jpeg filter=lfs diff=lfs merge=lfs -text
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+ *.webp filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ ---
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+ language:
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+ - ar
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+ - ro
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+ - en
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+ - de
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+ - hi
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+ - es
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+ - ru
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+ task_categories:
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+ - video-classification
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+ ---
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+
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+ LICENSE: This dataset is released under the [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode.en) license.
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+
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+ This repository contains MAVOS-DD an open-set benchmark for multilingual audio-video deepfake detection.
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+
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+ Below, you can find the code to obtain the subsets described in the paper: train, validation, open-set model, open-set language and open-set full:
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+
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+ ```{python}
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+ from datasets import Dataset, concatenate_datasets
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+ metadata = Dataset.load_from_disk('MAVOS-DD')
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+ metadata_indomain = metadata.filter(lambda sample: sample['split']=='test' and not sample['open_set_model'] and not sample['open_set_language'])
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+ metadata_open_model = metadata.filter(lambda sample: sample['split']=='test' and sample['open_set_model'] and not sample['open_set_language'])
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+ metadata_open_model = concatenate_datasets([metadata_indomain, metadata_open_model])
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+ metadata_open_language = metadata.filter(lambda sample: sample['split']=='test' and not sample['open_set_model'] and sample['open_set_language'])
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+ metadata_open_model = concatenate_datasets([metadata_indomain, metadata_open_language])
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+ metadata_all = metadata.filter(lambda sample: sample['split']=='test')
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+ ```
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+
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+ The scripts require the ``datasets`` package to be installed.
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+ ```{bash}
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+ pip install datasets
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+ ```
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+
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+ We provide two scripts: metadata_generation.py and dataset.py.
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+ The metadata_generation.py script is responsible for generating the metadata. Below is a sample metadata entry:
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+ ```{bash}
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+ Sample: {'video_path': 'arabic/inswapper/02690.png_Po82BhllEjA_340_1.mp4.mp4', 'label': 'fake', 'split': 'train', 'open_set_model': False, 'open_set_language': False, 'language': 'arabic', 'generative_method': 'inswapper'}
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+ ```
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+
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+ The dataset.py script includes examples of how to read and filter this metadata.
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+
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+ The code for running the baseline models can be found here:
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+ https://github.com/CroitoruAlin/MAVOS-DD
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+
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+ Note:
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+ Our dataset was collected from publicly available YouTube videos. If any individual wishes to request the removal of content involving them, please contact us at alincroitoru97@gmail.com.
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+
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+ Citation:
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+ ```{bash}
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+ @misc{Croitoru-ArXiv-2025,
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+ title={MAVOS-DD: Multilingual Audio-Video Open-Set Deepfake Detection Benchmark},
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+ author={Florinel-Alin Croitoru and Vlad Hondru and Marius Popescu and Radu Tudor Ionescu and Fahad Shahbaz Khan and Mubarak Shah},
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+ year={2025},
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+ eprint={2505.11109},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2505.11109},
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+ }
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+ ```
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