activity
20202026
most citedA Two-Stage Approach to Device-Robust Acoustic Scene Classification

47 citations · 121 across the 17 of their papers we have counts for

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11 papers · 1 filter

eess.AS2026

The USTC-NERCSLIP Systems for the CHiME-9 MCoRec Challenge

Ya Jiang, Ruoyu Wang, Jingxuan Zhang +19

This report details our submission to the CHiME-9 MCoRec Challenge on recognizing and clustering multiple concurrent natural conversations within indoor social settings. Unlike con…

eess.AS2024★ 1 cited

DCF-DS: Deep Cascade Fusion of Diarization and Separation for Speech Recognition under Realistic Single-Channel Conditions

Shu-Tong Niu, Jun Du, Ruo-Yu Wang +4

We propose a single-channel Deep Cascade Fusion of Diarization and Separation (DCF-DS) framework for back-end automatic speech recognition (ASR), combining neural speaker diarizati…

eess.AS2024

The USTC-NERCSLIP Systems for the CHiME-8 NOTSOFAR-1 Challenge

Shutong Niu, Ruoyu Wang, Jun Du +17

This technical report outlines our submission system for the CHiME-8 NOTSOFAR-1 Challenge. The primary difficulty of this challenge is the dataset recorded across various conferenc…

eess.AS2024

The USTC-NERCSLIP Systems for the CHiME-8 MMCSG Challenge

Ya Jiang, Hongbo Lan, Jun Du +2

In the two-person conversation scenario with one wearing smart glasses, transcribing and displaying the speaker's content in real-time is an intriguing application, providing a pri…

eess.AS2024

Incorporating Spatial Cues in Modular Speaker Diarization for Multi-channel Multi-party Meetings

Ruoyu Wang, Shutong Niu, Gaobin Yang +4

Although fully end-to-end speaker diarization systems have made significant progress in recent years, modular systems often achieve superior results in real-world scenarios due to…

eess.AS2023

Neural Speaker Diarization Using Memory-Aware Multi-Speaker Embedding with Sequence-to-Sequence Architecture

Gaobin Yang, Maokui He, Shutong Niu +6

We propose a novel neural speaker diarization system using memory-aware multi-speaker embedding with sequence-to-sequence architecture (NSD-MS2S), which integrates the strengths of…

eess.AS2023

The USTC-NERCSLIP Systems for the CHiME-7 DASR Challenge

Ruoyu Wang, Maokui He, Jun Du +16

This technical report details our submission system to the CHiME-7 DASR Challenge, which focuses on speaker diarization and speech recognition under complex multi-speaker scenarios…

eess.AS2023★ 1 cited

Semi-supervised multi-channel speaker diarization with cross-channel attention

Shilong Wu, Jun Du, Maokui He +4

Most neural speaker diarization systems rely on sufficient manual training data labels, which are hard to collect under real-world scenarios. This paper proposes a semi-supervised…

eess.AS2022

The USTC-Ximalaya system for the ICASSP 2022 multi-channel multi-party meeting transcription (M2MeT) challenge

Maokui He, Xiang Lv, Weilin Zhou +8

We propose two improvements to target-speaker voice activity detection (TS-VAD), the core component in our proposed speaker diarization system that was submitted to the 2022 Multi-…

eess.AS2021★ 5 cited

Separation Guided Speaker Diarization in Realistic Mismatched Conditions

Shu-Tong Niu, Jun Du, Lei Sun +1

We propose a separation guided speaker diarization (SGSD) approach by fully utilizing a complementarity of speech separation and speaker clustering. Since the conventional clusteri…

eess.AS2020★ 46 cited

Device-Robust Acoustic Scene Classification Based on Two-Stage Categorization and Data Augmentation

Hu Hu, Chao-Han Huck Yang, Xianjun Xia +13

In this technical report, we present a joint effort of four groups, namely GT, USTC, Tencent, and UKE, to tackle Task 1 - Acoustic Scene Classification (ASC) in the DCASE 2020 Chal…