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This paper introduces a novel approach to speaker-attributed ASR transcription using a neural clustering method. With a parallel processing mechanism, diarisation and ASR can be applied simultaneously, helping to prevent the accumulation of…

音频与语音处理 · 电气工程与系统科学 2024-09-04 Xianrui Zheng , Guangzhi Sun , Chao Zhang , Philip C. Woodland

This paper describes the winning systems developed by the BUT team for the four tracks of the Second DIHARD Speech Diarization Challenge. For tracks 1 and 2 the systems were mainly based on performing agglomerative hierarchical clustering…

This paper describes the speaker diarization systems developed for the Second DIHARD Speech Diarization Challenge (DIHARD II) by the Speed team. Besides describing the system, which considerably outperformed the challenge baselines, we also…

This paper presents the system developed to address the MISP 2025 Challenge. For the diarization system, we proposed a hybrid approach combining a WavLM end-to-end segmentation method with a traditional multi-module clustering technique to…

声音 · 计算机科学 2025-05-29 Shangkun Huang , Yuxuan Du , Jingwen Yang , Dejun Zhang , Xupeng Jia , Jing Deng , Jintao Kang , Rong Zheng

This paper describes the DKU-MSXF submission to track 4 of the VoxCeleb Speaker Recognition Challenge 2023 (VoxSRC-23). Our system pipeline contains voice activity detection, clustering-based diarization, overlapped speech detection, and…

音频与语音处理 · 电气工程与系统科学 2023-08-21 Ming Cheng , Weiqing Wang , Xiaoyi Qin , Yuke Lin , Ning Jiang , Guoqing Zhao , Ming Li

This paper describes the ByteDance speaker diarization system for the fourth track of the VoxCeleb Speaker Recognition Challenge 2021 (VoxSRC-21). The VoxSRC-21 provides both the dev set and test set of VoxConverse for use in validation and…

声音 · 计算机科学 2021-09-07 Keke Wang , Xudong Mao , Hao Wu , Chen Ding , Chuxiang Shang , Rui Xia , Yuxuan Wang

The performance of most speaker diarization systems with x-vector embeddings is both vulnerable to noisy environments and lacks domain robustness. Earlier work on speaker diarization using generative adversarial network (GAN) with an…

音频与语音处理 · 电气工程与系统科学 2020-07-21 Monisankha Pal , Manoj Kumar , Raghuveer Peri , Tae Jin Park , So Hyun Kim , Catherine Lord , Somer Bishop , Shrikanth Narayanan

This paper describes our speaker diarization system submitted to the Multi-channel Multi-party Meeting Transcription (M2MeT) challenge, where Mandarin meeting data were recorded in multi-channel format for diarization and automatic speech…

音频与语音处理 · 电气工程与系统科学 2022-02-07 Naijun Zheng , Na Li , Xixin Wu , Lingwei Meng , Jiawen Kang , Haibin Wu , Chao Weng , Dan Su , Helen Meng

This report describes the speaker diarization system developed by the ABSP Laboratory team for the third DIHARD speech diarization challenge. Our primary contribution is to develop acoustic domain identification (ADI) system for speaker…

音频与语音处理 · 电气工程与系统科学 2021-02-22 A Kishore Kumar , Shefali Waldekar , Goutam Saha , Md Sahidullah

The LEAP submission for DIHARD-III challenge is described in this paper. The proposed system is composed of a speech bandwidth classifier, and diarization systems fine-tuned for narrowband and wideband speech separately. We use an…

音频与语音处理 · 电气工程与系统科学 2021-06-15 Prachi Singh , Rajat Varma , Venkat Krishnamohan , Srikanth Raj Chetupalli , Sriram Ganapathy

This paper describes the system developed by the XMUSPEECH team for the Multi-channel Multi-party Meeting Transcription Challenge (M2MeT). For the speaker diarization task, we propose a multi-channel speaker diarization system that obtains…

音频与语音处理 · 电气工程与系统科学 2022-02-14 Jie Wang , Yuji Liu , Binling Wang , Yiming Zhi , Song Li1 , Shipeng Xia , Jiayang Zhang , Lin Li1 , Qingyang Hong , Feng Tong

This paper details our speaker diarization system designed for multi-domain, multi-microphone casual conversations. The proposed diarization pipeline uses weighted prediction error (WPE)-based dereverberation as a front end, then applies…

音频与语音处理 · 电气工程与系统科学 2023-09-25 Naohiro Tawara , Marc Delcroix , Atsushi Ando , Atsunori Ogawa

In multilingual societies, social conversations often involve code-mixed speech. The current speech technology may not be well equipped to extract information from multi-lingual multi-speaker conversations. The DISPLACE challenge entails a…

This paper describes a method for overlap-aware speaker diarization. Given an overlap detector and a speaker embedding extractor, our method performs spectral clustering of segments informed by the output of the overlap detector. This is…

音频与语音处理 · 电气工程与系统科学 2020-11-06 Desh Raj , Zili Huang , Sanjeev Khudanpur

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. Additionally, it also evaluates the efficiency of systems…

Recently, we proposed a novel speaker diarization method called End-to-End-Neural-Diarization-vector clustering (EEND-vector clustering) that integrates clustering-based and end-to-end neural network-based diarization approaches into one…

音频与语音处理 · 电气工程与系统科学 2021-09-01 Keisuke Kinoshita , Marc Delcroix , Naohiro Tawara

In the task of speaker diarization, the number of small-scale meetings accounts for a large proportion. When microphone arrays are employed as a recording device, its spatial information is usually ignored by most researchers. In this…

声音 · 计算机科学 2022-10-27 Yuxuan Du , Ruohua Zhou

This paper describes the speaker diarization system developed for the Multimodal Information-Based Speech Processing (MISP) 2025 Challenge. First, we utilize the Sequence-to-Sequence Neural Diarization (S2SND) framework to generate initial…

音频与语音处理 · 电气工程与系统科学 2025-05-23 Ming Cheng , Fei Su , Cancan Li , Juan Liu , Ming Li

The DIarization of SPeaker and LAnguage in Conversational Environments (DISPLACE) 2024 challenge is the second in the series of DISPLACE challenges, which involves tasks of speaker diarization (SD) and language diarization (LD) on a…

This paper describes our submission to ICASSP 2022 Multi-channel Multi-party Meeting Transcription (M2MeT) Challenge. For Track 1, we propose several approaches to empower the clustering-based speaker diarization system to handle overlapped…

声音 · 计算机科学 2022-02-11 Chen Shen , Yi Liu , Wenzhi Fan , Bin Wang , Shixue Wen , Yao Tian , Jun Zhang , Jingsheng Yang , Zejun Ma