wilson08@interspeech_2008@ISCA

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#1 Regularized non-negative matrix factorization with temporal dependencies for speech denoising [PDF] [Copy] [Kimi1]

Authors: Kevin W. Wilson ; Bhiksha Raj ; Paris Smaragdis

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.