Search Results for author: Ziye Yang

Found 4 papers, 1 papers with code

Distributed Speech Dereverberation Using Weighted Prediction Error

no code implementations5 Dec 2023 Ziye Yang, Mengfei Zhang, Jie Chen

However, in scenarios where microphone nodes are dispersed, the centralized approach of the WPE method requires aggregating all observations for inverse filtering, resulting in a significant computational burden.

Speech Dereverberation

Deep Ad-hoc Beamforming Based on Speaker Extraction for Target-Dependent Speech Separation

no code implementations1 Dec 2020 Ziye Yang, Shanzheng Guan, Xiao-Lei Zhang

In this paper, we propose deep ad-hoc beamforming based on speaker extraction, which is to our knowledge the first work for target-dependent speech separation based on ad-hoc microphone arrays and deep learning.

Speech Enhancement Speech Separation

Multi-channel Speech Separation Using Deep Embedding Model with Multilayer Bootstrap Networks

no code implementations24 Oct 2019 Ziye Yang, Xiao-Lei Zhang

To deal with the problem, we propose a variant of DPCL, named DPCL++, by applying a recent unsupervised deep learning method---multilayer bootstrap networks(MBN)---to further reduce the noise and small variations of the embedding vectors in an unsupervised way in the test stage, which fascinates k-means to produce a good result.

Clustering Deep Clustering +1

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