ConferencingSpeech Challenge: Towards Far-field Multi-Channel Speech Enhancement for Video Conferencing

Wei Rao, Yihui Fu, Yanxin Hu, Xin Xu, Yvkai Jv, Jiangyu Han, Zhongjie Jiang, Lei Xie, Yannan Wang, Shinji Watanabe, Zheng-Hua Tan, Hui Bu, Tao Yu, Shidong Shang

Publikation: Bidrag til bog/antologi/rapport/konference proceedingKonferenceartikel i proceedingForskningpeer review

12 Citationer (Scopus)

Abstract

The ConferencingSpeech 2021 challenge is proposed to stimulate research on far-field multi-channel speech enhancement for video conferencing. The challenge consists of two separate tasks: 1) Task 1 is multi-channel speech enhancement with single microphone array and focusing on practical application with real-time requirement and 2) Task 2 is multi-channel speech enhancement with multiple distributed micro-phone arrays, which is a non-real-time track and does not have any constraints so that participants could explore any algorithms to obtain high speech quality. Targeting the real video conferencing room application, the challenge database was recorded from real speakers and all recording facilities were located by following the real setup of conferencing room. In this challenge, we open-sourced the list of open source clean speech and noise datasets, simulation scripts, and a baseline system for participants to develop their own system. The final ranking of the challenge will be decided by the subjective evaluation which is performed using Absolute Category Ratings (ACR) to estimate Mean Opinion Score (MOS), speech MOS (S-MOS), and noise MOS (N-MOS). This paper describes the challenge, tasks, datasets, subjective evaluation, and challenge results. The baseline system which is a complex ratio mask based neural network and its experimental results are also presented.
OriginalsprogEngelsk
TitelIEEE Automatic Speech Recognition and Understanding Workshop
ForlagIEEE
Publikationsdato2021
Artikelnummer9688126
ISBN (Trykt)978-1-6654-3740-0, 978-1-6654-3738-7
ISBN (Elektronisk)978-1-6654-3739-4
DOI
StatusUdgivet - 2021
BegivenhedIEEE Automatic Speech Recognition and Understanding Workshop -
Varighed: 13 dec. 202117 dec. 2021

Workshop

WorkshopIEEE Automatic Speech Recognition and Understanding Workshop
Periode13/12/202117/12/2021

Fingeraftryk

Dyk ned i forskningsemnerne om 'ConferencingSpeech Challenge: Towards Far-field Multi-Channel Speech Enhancement for Video Conferencing'. Sammen danner de et unikt fingeraftryk.

Citationsformater