| --- |
| pretty_name: df_eval |
| license: other |
| task_categories: |
| - audio-classification |
| language: |
| - en |
| - zh |
| tags: |
| - deepfake |
| - speech |
| - anti-spoofing |
| - audio |
| size_categories: |
| - 1M<n<10M |
| configs: |
| - config_name: add_2022_track_1 |
| data_files: |
| - split: test |
| path: add_2022_track_1/test-* |
| - config_name: add_2022_track_3 |
| data_files: |
| - split: test |
| path: add_2022_track_3/test-* |
| - config_name: add_2023_round_1 |
| data_files: |
| - split: test |
| path: add_2023_round_1/test-* |
| - config_name: add_2023_round_2 |
| data_files: |
| - split: test |
| path: add_2023_round_2/test-* |
| - config_name: asvspoof_2019 |
| data_files: |
| - split: test |
| path: asvspoof_2019/test-* |
| - config_name: asvspoof_2021_df |
| data_files: |
| - split: test |
| path: asvspoof_2021_df/test-* |
| - config_name: asvspoof_2021_la |
| data_files: |
| - split: test |
| path: asvspoof_2021_la/test-* |
| - config_name: asvspoof_2024 |
| data_files: |
| - split: test |
| path: asvspoof_2024/test-* |
| - config_name: codecfake |
| data_files: |
| - split: test |
| path: codecfake/test-* |
| - config_name: ctrsvdd |
| data_files: |
| - split: test |
| path: ctrsvdd/test-* |
| - config_name: dfadd |
| data_files: |
| - split: test |
| path: dfadd/test-* |
| - config_name: fake_or_real |
| data_files: |
| - split: test |
| path: fake_or_real/test-* |
| - config_name: in_the_wild |
| data_files: |
| - split: test |
| path: in_the_wild/test-* |
| - config_name: librisevoc |
| data_files: |
| - split: test |
| path: librisevoc/test-* |
| - config_name: sonar |
| data_files: |
| - split: test |
| path: sonar/test-* |
| - config_name: speechfake |
| data_files: |
| - split: test |
| path: speechfake/test-* |
| --- |
| |
| # df_eval |
| |
| Public **evaluation-only** speech deepfake detection dataset, organized like Common Voice language configs: |
| each **config** is a standard eval protocol (ASVspoof, ADD, In-the-Wild, …) with embedded audio. |
| |
| Companion code: [github.com/Shuo-H/df_eval](https://github.com/Shuo-H/df_eval) |
| |
| > Configs are added as uploads complete. Declared configs below match currently available parquet shards on the Hub. |
| |
| ## Load |
| |
| ```python |
| from datasets import load_dataset |
|
|
| ds = load_dataset("shuohann/df_eval", name="sonar", split="test") |
| print(ds[0]["audio"], ds[0]["label"], ds[0]["file_id"]) |
| ``` |
| |
| ## Schema |
| |
| | column | type | description | |
| |----------|------------------------------|--------------------------------------| |
| | audio | Audio | waveform | |
| | label | ClassLabel(bonafide, spoof) | ground-truth | |
| | file_id | string | basename of original file | |
| | source | string | config name | |
| | path | string | original protocol path (metadata) | |
| |
| Extra columns on some configs: |
| |
| - `in_the_wild`: `speaker` (celebrity name from the official In-the-Wild `meta.csv`, 54 speakers) |
| - `speechfake`: `generator`, `model`, `speaker`, `language` |
| - `ctrsvdd`: `corpus` (`kising` / `m4singer` / `acesinger`), `speaker`, `attack` (`A09`–`A14`, or `-` for bona fide) |
| |
| Split: **test** only. |
| |
| ## Planned configs |
| |
| Aligned with [Speech DF Arena](https://huggingface.co/spaces/Speech-Arena-2025/Speech-DF-Arena) protocol files: |
| |
| - `asvspoof_2019`, `asvspoof_2021_la`, `asvspoof_2021_df`, `asvspoof_2024` |
| - `add_2022_track_1`, `add_2022_track_3`, `add_2023_round_1`, `add_2023_round_2` |
| - `codecfake`, `dfadd`, `fake_or_real`, `in_the_wild`, `librisevoc`, `sonar`, `speechfake`, `ctrsvdd` |
| |
| ## License / redistribution notice |
| |
| This Hub dataset **repackages** evaluation audio from multiple third-party corpora. |
| Each source has its **own license** (often research / non-commercial). Upstream sources include: |
| |
| - [ASVspoof 2019](https://zenodo.org/records/6906306) |
| - [ASVspoof 2021 LA/DF](https://zenodo.org/records/4837263) |
| - [ASVspoof 2024](https://zenodo.org/records/14498691) |
| - [ADD 2022 / 2023](https://zenodo.org/) |
| - [FakeOrReal](https://bil.eecs.yorku.ca/share/for-norm.tar.gz) |
| - [Codecfake](https://zenodo.org/records/11169781) |
| - [DFADD](https://github.com/isjwdu/DFADD) |
| - [LibriSeVoc](https://zenodo.org/records/15127251) |
| - [SONAR](https://drive.google.com/file/d/1UBfih4BUDA29rmDtPhUibX-5Xqy2XNlQ/view) |
| - [In The Wild](https://deepfake-total.com/in_the_wild) |
| - [CtrSVDD](https://zenodo.org/records/12703261) (CC-BY-NC-ND 4.0) |
| |
| **You are responsible for complying with each original license.** Prefer citing and downloading from the original authors when required. The uploader does not claim ownership of the underlying audio. |
| |
| ## Citation |
| |
| Please cite the original dataset papers for any config you use, and Speech DF Arena if you use their protocol definitions. |
| |
| - CtrSVDD: [Zhang et al., SVDD 2024](https://arxiv.org/abs/2408.16132); eval audio [Zenodo 12703261](https://zenodo.org/records/12703261) (CC-BY-NC-ND 4.0) |
| |
