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Speech applications dealing with conversations require not only recognizing the spoken words, but also determining who spoke when. The task of assigning words to speakers is typically addressed by merging the outputs of two separate…

计算与语言 · 计算机科学 2019-07-12 Laurent El Shafey , Hagen Soltau , Izhak Shafran

In this paper, we introduce a multi-talker distant automatic speech recognition (DASR) system we designed for the DASR task 1 of the CHiME-8 challenge. Our system performs speaker counting, diarization, and ASR. It handles various recording…

Speaker diarization (SD) is typically used with an automatic speech recognition (ASR) system to ascribe speaker labels to recognized words. The conventional approach reconciles outputs from independently optimized ASR and SD systems, where…

音频与语音处理 · 电气工程与系统科学 2023-06-20 Rohit Paturi , Sundararajan Srinivasan , Xiang Li

In this paper, we propose an incremental learning method for end-to-end Automatic Speech Recognition (ASR) which enables an ASR system to perform well on new tasks while maintaining the performance on its originally learned ones. To…

音频与语音处理 · 电气工程与系统科学 2021-09-17 Li Fu , Xiaoxiao Li , Libo Zi , Zhengchen Zhang , Youzheng Wu , Xiaodong He , Bowen Zhou

Speaker Diarization (SD) is a crucial component of modern end-to-end ASR pipelines. Traditional SD systems, which are typically audio-based and operate independently of ASR, often introduce speaker errors, particularly during speaker…

音频与语音处理 · 电气工程与系统科学 2025-01-16 Anurag Kumar , Rohit Paturi , Amber Afshan , Sundararajan Srinivasan

In this work, we propose a new automatic speech recognition (ASR) system based on feature learning and an end-to-end training procedure for air traffic control (ATC) systems. The proposed model integrates the feature learning block,…

声音 · 计算机科学 2021-11-05 Peng Fan , Dongyue Guo , Yi Lin , Bo Yang , Jianwei Zhang

Recently, end-to-end models have become a popular approach as an alternative to traditional hybrid models in automatic speech recognition (ASR). The multi-speaker speech separation and recognition task is a central task in cocktail party…

计算与语言 · 计算机科学 2018-11-07 Xuankai Chang , Yanmin Qian , Kai Yu , Shinji Watanabe

Automatic Speech Recognition (ASR) has shown remarkable progress, yet it still faces challenges in real-world distant scenarios across various array topologies each with multiple recording devices. The focal point of the CHiME-7 Distant ASR…

声音 · 计算机科学 2023-12-18 Bingshen Mu , Pengcheng Guo , Dake Guo , Pan Zhou , Wei Chen , Lei Xie

With the growing adoption of wearable devices such as smart glasses for AI assistants, wearer speech recognition (WSR) is becoming increasingly critical to next-generation human-computer interfaces. However, in real environments,…

音频与语音处理 · 电气工程与系统科学 2025-09-19 Yufeng Yang , Yiteng Huang , Yong Xu , Li Wan , Suwon Shon , Yang Liu , Yifeng Fan , Zhaojun Yang , Olivier Siohan , Yue Liu , Ming Sun , Florian Metze

This paper describes LeVoice automatic speech recognition systems to track2 of intelligent cockpit speech recognition challenge 2022. Track2 is a speech recognition task without limits on the scope of model size. Our main points include…

音频与语音处理 · 电气工程与系统科学 2022-10-18 Yan Jia , Mi Hong , Jingyu Hou , Kailong Ren , Sifan Ma , Jin Wang , Fangzhen Peng , Yinglin Ji , Lin Yang , Junjie Wang

Meetings are a valuable yet challenging scenario for speech applications due to complex acoustic conditions. This paper summarizes the outcomes of the MISP 2025 Challenge, hosted at Interspeech 2025, which focuses on multi-modal,…

Although automatic emotion recognition (AER) has recently drawn significant research interest, most current AER studies use manually segmented utterances, which are usually unavailable for dialogue systems. This paper proposes integrating…

音频与语音处理 · 电气工程与系统科学 2023-08-15 Wen Wu , Chao Zhang , Philip C. Woodland

While there has been substantial amount of work in speaker diarization recently, there are few efforts in jointly employing lexical and acoustic information for speaker segmentation. Towards that, we investigate a speaker diarization system…

音频与语音处理 · 电气工程与系统科学 2018-05-29 Tae Jin Park , Panayiotis Georgiou

In real-world applications, automatic speech recognition (ASR) systems must handle overlapping speech from multiple speakers and recognize rare words like technical terms. Traditional methods address multi-talker ASR and contextual biasing…

音频与语音处理 · 电气工程与系统科学 2025-06-17 Jiajun He , Naoki Sawada , Koichi Miyazaki , Tomoki Toda

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 diarization (NSD) and speech separation (SS). First, we sequentially…

音频与语音处理 · 电气工程与系统科学 2024-12-31 Shu-Tong Niu , Jun Du , Ruo-Yu Wang , Gao-Bin Yang , Tian Gao , Jia Pan , Yu Hu

Automatic speech recognition (ASR) systems degrade significantly under noisy conditions. Recently, speech enhancement (SE) is introduced as front-end to reduce noise for ASR, but it also suppresses some important speech information, i.e.,…

音频与语音处理 · 电气工程与系统科学 2023-05-30 Yuchen Hu , Nana Hou , Chen Chen , Eng Siong Chng

When dealing with overlapped speech, the performance of automatic speech recognition (ASR) systems substantially degrades as they are designed for single-talker speech. To enhance ASR performance in conversational or meeting environments,…

音频与语音处理 · 电气工程与系统科学 2023-11-16 Hassan Taherian , DeLiang Wang

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

This paper presents the architecture and performance of a novel Multilingual Automatic Speech Recognition (ASR) system developed by the Transsion Speech Team for Track 1 of the MLC-SLM 2025 Challenge. The proposed system comprises three key…

音频与语音处理 · 电气工程与系统科学 2025-08-22 Xiaoxiao Li , An Zhu , Youhai Jiang , Fengjie Zhu

Although automatic speech recognition (ASR) can perform well in common non-overlapping environments, sustaining performance in multi-talker overlapping speech recognition remains challenging. Recent research revealed that ASR model's…

声音 · 计算机科学 2023-03-07 Lingwei Meng , Jiawen Kang , Mingyu Cui , Yuejiao Wang , Xixin Wu , Helen Meng