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This repository is related to our Dataset and Detection code from the paper: AI-Synthesized Voice Detection Using Neural Vocoder Artifacts accepted in CVPR Workshop on Media Forensic 2023.

Home Page: https://arxiv.org/abs/2304.13085

License: MIT License

Python 100.00%
deepfake-detection speech-synthesis audio-deepfake-detection neural-vocoder

synthetic-voice-detection-vocoder-artifacts's Issues

Clarification Needed on Intra-dataset vs Cross-dataset Evaluation Metrics in Paper

I have some questions regarding the evaluation metrics and results presented in Sections 4.4 and 4.5.

Intra-dataset Evaluation (Section 4.4)

The paper reports a very low EER of 0.19% on the WaveFake dataset using the RawNet2 model.

  • To confirm my understanding, was this evaluation performed with the model being trained and tested on the same WaveFake dataset?

image

Cross-dataset Evaluation (Section 4.5)

On the other hand, the EER significantly increased to 26.95% when the model trained on the LibriSeVoc dataset was tested on the WaveFake dataset. This suggests poor generalization to unseen data.

  • Are there any ongoing efforts to improve this aspect of the model, perhaps through domain adaptation techniques or exposure to a more diverse set of vocoders during training?

image

full script

Thank you for the awesome project. Could you provide a full script to me ([email protected]), I would like to do some experiment.

Thanks

Pre-train model release

Hi,
Thanks for all the great work. You said you will put pre-train model in core_script folder in reply of another issue. But I can't find it

Name of vocoders training datasets

Hello,

Thank you for sharing this dataset.

Would it be possible to have more information on the generation of audios? In particular, the names of the vocoders training datasets used.

Thank you.

Tony

Train.py script

Where is the train.py script and other remaining scripts?

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