TR2008-075
Regularized Non-Negative Matrix Factorization With Temporal Dependencies for Speech Denoising
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- "Regularized Non-negative Matrix Factorization with Temporal Dependencies for Speech Denoising", Interspeech, September 2008.BibTeX TR2008-075 PDF
- @inproceedings{Wilson2008sep,
- author = {Wilson, K.W. and Raj, B. and Smaragdis, P.},
- title = {Regularized Non-negative Matrix Factorization with Temporal Dependencies for Speech Denoising},
- booktitle = {Interspeech},
- year = 2008,
- month = sep,
- url = {https://www.merl.com/publications/TR2008-075}
- }
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- "Regularized Non-negative Matrix Factorization with Temporal Dependencies for Speech Denoising", Interspeech, September 2008.
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Research Area:
![TR Image](/publications/images/TR2008-075.png)
Abstract:
We present a technique for denoising speech using temporally regularized nonnegative matrix factorization (NMF). In previous work [1], we used a regularized NMF update to impose structure within each audio frame. In this paper, we add frame-to-frame regularization across time and show that this additional regularization can also improve our speech denoising results. We evaluate our algorithm on a range of nonstationary noise types and outperform a state-of-the-art Wiener filter implementation.
Related News & Events
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NEWS Interspeech 2008: publication by MERL researchers and others Date: September 22, 2008
Where: Interspeech
Research Area: Speech & AudioBrief- The paper "Regularized Non-negative Matrix Factorization with Temporal Dependencies for Speech Denoising" by Wilson, K. W., Raj, B. and Smaragdis, P. was presented at Interspeech.