A list of tools, papers and code related to Fake Audio Detection..
If you want to contribute to this list, welcome to send me a pull request or contact me :)
This repo only collect papers related to FAD.
Here is nothing about speech signal processing, speech synthesis, Speech Enhancement, data augmentation, voice conversion and speech edition. But learning them is beneficial to your research about FAD.
- ASVspoof2015-2017-2019-2021: website
- partial spoof: paper dataset download
- wavefake: paper dataset download
- In-the-Wild: website paper dataset download
- APTLY website
- ASVspoof: https://www.asvspoof.org/
asvspoof2021 baseline implementation
interspeech website
2023 papers
- Robust Audio Anti-Spoofing with Fusion-Reconstruction Learning on Multi-Order Spectrograms paper
- Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systems paper
- How to Construct Perfect and Worse-than-Coin-Flip Spoofing Countermeasures: A Word of Warning on Shortcut Learning paper
- Spoofing Attacker Also Benefits from Self-Supervised Pretrained Model paper
- Towards single integrated spoofing-aware speaker verification embeddings paper
- DoubleDeceiver: Deceiving the Speaker Verification System Protected by Spoofing Countermeasures paper
- Speaker-Aware Anti-spoofing paper
- Range-Based Equal Error Rate for Spoof Localization paper
- A conformer-based classifier for variable-length utterance processing in anti-spoofing paper
- Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing paper
- Phase perturbation improves channel robustness for speech spoofing countermeasures paper
- Towards Attention-based Contrastive Learning for Audio Spoof Detection paper
- Synthetic Voice Spoofing Detection based on Feature Pyramid Conformer paper
- Robust audio anti-spoofing countermeasure with joint training of front-end and back-end models paper
ICASSP website
- A Green Learning Approach to Spoofed Speech Detection
- A Robust Audio Deepfake Detection System via Multi-View Feature
- An Efficient Temporary Deepfake Location Approach Based Embeddings for Partially Spoofed Audio Detection
- Assessing GNSS Carrier-to-Noise-Density Ratio Estimation in The Presence of Meaconer Interference
- Audio Deepfake Detection With Self-Supervised Wavlm And Multi-Fusion Attentive Classifier
- Audio Transformer for Synthetic Speech Detection via Formant Magnitude and Phase Analysis
- Can Large-Scale Vocoded Spoofed Data Improve Speech Spoofing Countermeasure with a Self-Supervised Front End?
- CPAUG: Refining Copy-Paste Augmentation for Speech Anti-Spoofing
- Does Audio Deepfake Detection Rely on Artifacts?
- Frame-to-Utterance Convergence: A Spectra-Temporal Approach for Unified Spoofing Detection
- Frequency Masking for Universal Deepfake Detection
- FSD: An Initial Chinese Dataset for Fake Song Detection
- GMM-ResNet2: Ensemble of Group Resnet Networks for Synthetic Speech Detection
- HM-CONFORMER: A Conformer-Based Audio Deepfake Detection System with Hierarchical Pooling and Multi-Level Classification Token Aggregation Methods
- Improving Short Utterance Anti-Spoofing with Aasist2
- Mdrt: Multi-Domain Synthetic Speech Localization
- MOS-FAD: Improving Fake Audio Detection Via Automatic Mean Opinion Score Prediction
- Multi-Scale Permutation Entropy for Audio Deepfake Detection
- One-Class Knowledge Distillation for Spoofing Speech Detection
- Robust Spoof Speech Detection Based on Multi-Scale Feature Aggregation and Dynamic Convolution
- SingFake: Singing Voice Deepfake Detection
- Spoofing Attack Augmentation: Can Differently-Trained Attack Models Improve Generalisation?
- VFD-Net: Vocoder Fingerprints Detection for Fake Audio
- Learning From Yourself: A Self-Distillation Method for Fake Speech Detection paper
- Can spoofing countermeasure and speaker verification systems be jointly optimised?? paper
- Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders paper
- Phase-Aware Spoof Speech Detection Based on Res2Net with Phase Network paper
- Leveraging Positional-Related Local-Global Dependency for Synthetic Speech Detection paper
- Reliability Estimation for Synthetic Speech Detection paper
SPL website
- Aasist: Audio anti-spoofing using integrated spectro-temporal graph attention networks paper code
- End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection paper code
- Constant Q Cepstral Coefficients: A Spoofing Countermeasure for Automatic Speaker Verification paper [code is implemented in the asvspoof baselines]
- Towards End-to-End Synthetic Speech Detection paper
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SPEAKER RECOGNITION FROM RAW WAVEFORM WITH SINCNET paper code
rawnet 1、2、3 all code
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RawNet: Advanced end-to-end deep neural network using raw waveforms for text-independent speaker verification paper
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Pushing the limits of raw waveform speaker recognition paper
- Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation paper
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RAWBOOST: A RAW DATA BOOSTING AND AUGMENTATION METHOD APPLIED TO AUTOMATIC SPEAKER VERIFICATION ANTI-SPOOFING paper code