# WeDefense Support Status ✅ Supported ⏳ Planning ## Databases TODO: check type | Name | Release | Links | Type | Tasks | Support | | ------------------- | ------- | ------------------------------------------------------------ | --------------- | -------------- | ------- | | **ASVspoof** | | | | det | | | ASVspoof2019 | 2019 | | TTS/VC | det | ⏳ | | ASVspoof2021 | 2021 | | TTS/VC | det | | | ASVspoof 5 (2024) | 2024 | paper, database | TTS/VC | det (TD: sasv) | ✅ | | ADD 2022 | 2022 | | TTS/Real | det, loc | | | ADD 2023 | 2023 | | TTS/Real | det, loc | | | In-the-wild (ITW) | | | Unk. | det | ⏳ | | ODSS | 2023 | [paper](https://ieeexplore.ieee.org/document/10374863) | TTS/VC | det | ⏳ | | ShiftySpeech | 2025 | | Vocoder | det | | | MLAAD | 2024 | [paper](https://arxiv.org/abs/2401.09512) | TTS/VC | det | ⏳ | | SpoofCeleb | 2025 | [paper](https://arxiv.org/abs/2409.17285) | TTS/VC | det, sasv | ⏳ | | ReplayDF | | | Reply | det | | | DeePen | 2025 | [paper](https://arxiv.org/abs/2502.20427) \| [github](https://github.com/Fraunhofer-AISEC/DeePen) | TTS/VC | det | | | FoR | | [paper](https://ieeexplore.ieee.org/document/8906599) | TTS/VC | det | | | DFADD | | [paper](https://arxiv.org/abs/2409.08731) | TTS (diffusion) | det | | | AI4T | | [paper](https://arxiv.org/abs/2506.09606) | TTS/VC | det | | | Deepfake-Eval-2024 | | [paper](https://arxiv.org/abs/2503.02857) | TTS/VC | det | | | SpeechFake | | [paper](https://openreview.net/forum?id=GpUO6qYNQG) | TTS/VC | det | | | | | | | | | | | | | | | | | AV-Deepfake1M | 2024 | [data](https://huggingface.co/datasets/ControlNet/AV-Deepfake1M) | TTS (av) | det, loc | ⏳ | | AV-Deepfake1M++ | 2025 | [data](https://huggingface.co/datasets/ControlNet/AV-Deepfake1M-PlusPlus) | TTS (av) | det, loc | ⏳ | | HAD | 2021 | [data](https://zenodo.org/records/10377492) | | | ⏳ | | Psynd | 2022 | [data](https://scholarbank.nus.edu.sg/handle/10635/227398) | | | | | PartialSpoof | 2021 | [data](https://zenodo.org/records/5766198) | TTS/VC | det, loc, | ✅ | | LAV-DF | 2022 | [data](https://huggingface.co/datasets/ControlNet/LAV-DF) | TTS (av) | | | | LlamaPartialSpoof | 2025 | [data](https://huggingface.co/datasets/HaoY0001/LlamaPartialSpoof) | TTS | Det, loc | ⏳ | | PartialEdit | 2025 | [paper](https://arxiv.org/abs/2506.02958) | TTS | | ⏳ | | | | | | | | | | | | | | | ## Augmentation | Name | Date | Links | Comment | **Support** | | ------------- | ---- | ----- | ------- | ----------- | | speed perturb | | | | | | codec | | | | | | Raw boost | | | | | | musan + rirs | | | | | | | | | | | | | | | | | | | | | | | | | | | | | ## Detection | Name | Date | Links | Comment | **Support** | | --------------------------- | ---- | ------------------------------------------------------------ | ------- | ----------- | | **Normal NN** | | | | | | LCNN-LSTM | | | | ✅ | | ResNet | | | | ✅ | | AASIST | | | | ⏳ | | **SSL-based models** | | | | | | SSL-gmlp | 2022 | [paper](https://arxiv.org/abs/2105.08050) \| [paper2](https://ieeexplore.ieee.org/document/10003971) \| [code](https://github.com/nii-yamagishilab/PartialSpoof/tree/main) | | ✅ | | SSL-AASIST | 2022 | [paper](https://arxiv.org/abs/2202.12233) \|[code](https://github.com/TakHemlata/SSL_Anti-spoofing) | | ✅ | | SSL_MHFA | 2022 | [Paper](https://ieeexplore.ieee.org/document/10022775) | | ✅ | | SSL-res1d | 2024 | [paper](https://www.isca-archive.org/interspeech_2024/liu24m_interspeech.pdf) | | ✅ | | SSL-SLS | 2024 | [paper](https://openreview.net/pdf?id=acJMIXJg2u) \| [code](https://github.com/QiShanZhang/SLSforASVspoof-2021-DF) | | ✅ | | SSL-Nes2Net | 2025 | [paper](https://arxiv.org/abs/2504.05657) \| [code](https://github.com/Liu-Tianchi/Nes2Net) | | ✅ | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | **LLM-based models** | | | | | | ALLM4ADD | 2025 | [paper](https://arxiv.org/abs/2505.11079) | | ⏳ | | | | | | | ## Localization TODO: check type | Name | Date | Links | Comment | Support | | ------------------------------- | ---- | ------------------------------------------------------------ | --------------------------- | ------- | | **Uniform segmentation** | | | | | | SSL-MHFA | | | | ✅ | | SSL-SLS | | | | ✅ | | | | | | | | **Boundary-aware** | | | | | | SSL-BAM | 2025 | [paper](https://arxiv.org/abs/2407.21611) \| [code](https://github.com/media-sec-lab/BAM) | | ✅ | | CFPRF | 2024 | [paper](https://arxiv.org/abs/2407.16554) \| [code](https://github.com/ItzJuny/CFPRF) | | | | | | | | | | PET | 2024 | [paper](https://ieeexplore.ieee.org/document/10889913/) | | | | AGO | 2025 | [paper](https://ieeexplore.ieee.org/document/10890470) | | | | GNCL | 2025 | [paper](https://ieeexplore.ieee.org/document/10888281) | | | | UMMAformer | 2023 | [paper](https://arxiv.org/abs/2308.14395) \| [code](https://github.com/ymhzyj/UMMAFormer) | | ⏳ | | W-TDL | 2024 | [paper](https://dl.acm.org/doi/10.1145/3689092.3689410) | | | | BA-TFD | 2022 | [paper](https://arxiv.org/abs/2204.06228) \|[code](https://github.com/ControlNet/LAV-DF) | baseline for AV-Deepfake-1M | ⏳ | | BA-TFD+ | 2023 | [paper](https://arxiv.org/abs/2305.01979) \|[code](https://github.com/ControlNet/LAV-DF) | baseline for AV-Deepfake-1M | ⏳ | | VIGO | 2024 | [paper](https://dl.acm.org/doi/10.1145/3664647.3688983) | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |