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Datasets:
mueller91
/
ReplayDF

Tasks:
Audio Classification
Modalities:
Audio
Languages:
English
French
German
Size:
100K<n<1M
ArXiv:
Tags:
ReplayDF
Audio-Deepfake
Replay-Attack
Spoof
Replay
License:
Dataset card Data Studio Files Community
Mueller commited on
Commit
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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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+ *.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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+ *.pickle 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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+ *.aac filter=lfs diff=lfs merge=lfs -text
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+ *.flac filter=lfs diff=lfs merge=lfs -text
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+ *.mp3 filter=lfs diff=lfs merge=lfs -text
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+ # Image files - compressed
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+ *.jpg filter=lfs diff=lfs merge=lfs -text
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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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+ # Video files - compressed
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+ *.mp4 filter=lfs diff=lfs merge=lfs -text
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+ *.webm filter=lfs diff=lfs merge=lfs -text
README.md ADDED
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+ ---
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+ license: cc-by-nc-4.0
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+ task_categories:
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+ - audio-classification
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+ language:
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+ - en
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+ - fr
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+ - de
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+ - pl
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+ - es
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+ - it
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+ tags:
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+ - ReplayDF
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+ - Audio-Deepfake
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+ - Replay-Attack
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+ - Spoof
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+ - Replay
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+ pretty_name: ReplayDF
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+ size_categories:
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+ - 100K<n<1M
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+ ---
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+
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+ ![logo](logo.png)
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+ ![collage](collage.png)
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+
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+ # ReplayDF
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+
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+ **ReplayDF** is a dataset for evaluating the impact of **replay attacks** on audio deepfake detection systems. It features re-recorded synthetic speech derived from [M-AILABS](https://github.com/imdatceleste/m-ailabs-dataset) and [MLAAD v5](https://deepfake-total.com/mlaad), using **109 unique speaker-microphone combinations** across six languages and four TTS models in diverse acoustic environments.
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+
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+ This dataset reveals how such replays can significantly degrade the performance of state-of-the-art detectors. It is provided for **non-commercial research** to support the development of **robust and generalizable** deepfake detection systems.
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+
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+ ## 📄 Paper
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+ [Replay Attacks Against Audio Deepfake Detection (Interspeech 2025)](https://arxiv.org/pdf/2505.14862)
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+
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+ ## 🔽 Download
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+ ```bash
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+ sudo apt-get install git-lfs
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+ git lfs install
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+ git clone https://huggingface.co/datasets/mueller91/ReplayDF
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+ ```
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+
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+ # 📌 Citation
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+ ```
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+ @article{muller2025replaydf,
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+ title = {Replay Attacks Against Audio Deepfake Detection},
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+ author = {Nicolas Müller and Piotr Kawa and Wei-Herng Choong and Adriana Stan and Aditya Tirumala Bukkapatnam and Karla Pizzi and Alexander Wagner and Philip Sperl},
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+ journal={Interspeech 2025},
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+ year = {2025},
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+ }
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+ ```
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+
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+ # 📁 Folder Structure
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+ ```
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+ ReplayDF/
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+ ├── aux/
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+ │ ├── <UID1>/ # contains information such as setup, recorded sine sweep, RIR (derived from sine sweep)
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+ │ ├── <UID2>/
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+ │ └── ...
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+ ├── wav/
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+ │ ├── <UID1>/
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+ │ │ ├── spoof # Re-recorded audio samples (spoofs)
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+ │ │ ├── benign # Re-recorded audio samples (benign)
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+ │ │ └── meta.csv # Metadata for this UID's recordings
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+ │ ├── <UID2>/
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+ │ │ ├── spoof
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+ │ │ ├── benign
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+ │ │ └── meta.csv
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+ │ └── ...
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+ ├── mos/
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+ │ └── mos.png # MOS ratings plot
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+ │ └── mos_scores # individual mos scores
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+ ```
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+
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+ # 📄 License
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+ Attribution-NonCommercial-ShareAlike 4.0 International: https://creativecommons.org/licenses/by-nc/4.0/
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+
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+
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+ # Resources
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+ Find the original resources (i.e. non-airgapped audio files) here:
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+ - MLAAD dataset v5, https://deepfake-total.com/mlaad.
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+ - M-AILABS dataset, https://github.com/imdatceleste/m-ailabs-dataset.
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+
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+ # Mic/Speaker Matrix
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+ ![MicSpeaker Matrix](mic_loudspeaker_matrix.png)
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+
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+ # 📊 Mean Opinion Scores (MOS)![mos](mos/mos.png)
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+
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+ The scoring criteria for rating the audio files are outlined in the table below:
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+
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+
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+ | Rating | Description | Speech Quality | Distortion (background noise, overdrive, etc.)|
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+ |-----------|---------------|---------------------------|-----------------------------------------------|
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+ | 5 | Excellent | Clear | Imperceptible |
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+ | 4 | Good | Clear | Slightly perceptible, but not annoying |
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+ | 3 | Fair | Understandable | Perceptible and slightly annoying |
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+ | 2 | Poor | Understandable | Perceptible and annoying |
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+ | 1 | Very Poor | Barely understandable | Very annoying and objectionable |
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+ | e | Error | Inaudible | Heavy |
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+
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+ oid sha256:dff778f356a80cb8b791ee3ed26f950698aff568a8b039c2c329cb5c61c2cca4
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+ size 220544
aux/12d6264792f7/info.txt ADDED
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+ Soundbar SAMSUNG HW-B750D
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+ MacBook Pro 13 2020
aux/12d6264792f7/setup.jpg ADDED

Git LFS Details

  • SHA256: 6a6cdad586e2c9b9b1423e84a3471585ea30ecf75c35b994cb8213b2297177c0
  • Pointer size: 131 Bytes
  • Size of remote file: 269 kB
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+ oid sha256:eeb2705a3a382fd58b05dfb7a589d14569091c00bd7a36ea31567050ab12324b
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+ size 452066
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+ oid sha256:dafa1abbde8c65da1c2866b6192643b8494e17b642c8e92e941a527f191f32ed
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+ size 463092
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:dff778f356a80cb8b791ee3ed26f950698aff568a8b039c2c329cb5c61c2cca4
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+ size 220544
aux/19041364056f/info.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ ThinkPad P15 Gen 1 built-in speaker
2
+ ThinkPad P15 Gen 1 built-in microphone
aux/19041364056f/setup.jpg ADDED

Git LFS Details

  • SHA256: fb8ad2b56a11e0bd86d23600f7c134fe687bd0c9a55a69bc5a6e3164e687e919
  • Pointer size: 131 Bytes
  • Size of remote file: 211 kB
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+ size 452066
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+ version https://git-lfs.github.com/spec/v1
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+ size 231568
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:dff778f356a80cb8b791ee3ed26f950698aff568a8b039c2c329cb5c61c2cca4
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+ size 220544