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So, a clean version of the speech is recognized using the clean models.
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By simulating the glass fiber membrane as a packing of spherical glass particles with a diameter equivalent to fiber diameter, α values pertinent to BSA-glass fiber attachment were calculated using the clean bed efficiency model.
Second, using the alignments and triphone tree structures of the clean model, reverberated acoustic models were trained on the MC dataset according to the ML criterion.
The baseline methods consist of decoding the data using the two acoustic models provided in the REVERB Challenge: the acoustic model trained with non-reverberant data (Clean-cond).
The MMSE formulation is derived where the NS-HMM is used as the clean speech model and Gaussian-mixture, stationary-state HMM as the additive noise model.
"Using the same model.
Reactions were cleaned using the ZR-96 Clean and concentrator-5 kit (Zymo Research, Irvine, CA).
However, for far-field speech, the GSS-based dereverberation method using clean speech models degrades the speaker recognition performance.
In a probabilistic manner, (5) provides a way of approximating the mixture using two clean speaker models, which in turn can be used to estimate two source signals given the mixture as the observation.
The extracted DNA was cleaned and purified using the Genomic DNA Clean & Concentrator™ Kit (Zymo Research, USA).
A preliminary experiment on speaker recognition with a GSS-based method showed that dereverberation using clean speech models degraded the speaker recognition performance, but was very effective for speech recognition.
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