Nicolas M. Müller

Complex-valued neural networks for voice anti-spoofing

2023 · arXiv (Cornell University)

Current anti-spoofing and audio deepfake detection systems use either magnitude spectrogram-based features (such as CQT or Melspectrograms) or raw audio processed through convolution or sinc-layers. Both methods have drawbacks: magnitude spectrograms discard phase information, which …