Speechdenoisingwithoutcleantrainingdata:aNo

由 MM Kashyap 著作 · 2021 · 被引用 40 次 — Abstract:This paper tackles the problem of the heavy dependence of clean speech data required by deep learning based audio-denoising methods ...

This paper removes the obstacle of heavy dependence of clean speech data required by deep learning based audio denoising methods.

Speech Denoising Without Clean Training Data: A Noise2Noise Approach. This paper tackles the problem of the heavy dependence of clean speech data required by ...

由 MM Kashyap 著作 · 2021 · 被引用 40 次 — The experiments performed in this work indicate that even in fully supervised training regimes, the presence of clean speech is not a requirement when dealing ...

2021年9月7日 — This work shows that speech denoising deep neural networks can be successfully trained utilizing only noisy training audio.

2021年4月8日 — Furthermore it is revealed that such training regimes achieve superior denoising performance over conventional training regimes utilizing clean ...

This work shows that speech denoising deep neural networks can be successfully trained utilizing only noisy training audio, and it is revealed that such ...