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Changsheng Quan

3 accepted papers

2024

RealMAN: A Real-Recorded and Annotated Microphone Array Dataset for Dynamic Speech Enhancement and Localization

NeurIPS 2024poster

The training of deep learning-based multichannel speech enhancement and source localization systems relies heavily on the simulation of room impulse response and multichannel diffuse noise, due to the lack of large-scale real-recorded datasets. However, the acoustic mismatch between simulated and re…

2022

Multi-Channel Narrow-Band Deep Speech Separation with Full-Band Permutation Invariant Training

ICASSP 2022accepted

This paper addresses the problem of multi-channel multi-speech separation based on deep learning techniques. In the short time Fourier transform domain, we propose an end-to-end narrow-band network that directly takes as input the multi-channel mixture signals of one frequency, and outputs the separ…

Cited by 0SourceScholar