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The conversation scenario is one of the most important and most challenging scenarios for speech processing technologies because people in conversation respond to each other in a casual style. Detecting the speech activities of each person…

Continued self-supervised (SSL) pre-training for adapting existing SSL models to the target domain has shown to be extremely effective for low-resource Automatic Speech Recognition (ASR). This paper proposes Stable Distillation, a simple…

音频与语音处理 · 电气工程与系统科学 2023-12-21 Ashish Seth , Sreyan Ghosh , S. Umesh , Dinesh Manocha

This paper summarizes our contributions to the document-grounded dialog tasks at the 9th and 10th Dialog System Technology Challenges (DSTC9 and DSTC10). In both iterations the task consists of three subtasks: first detect whether the…

计算与语言 · 计算机科学 2023-04-17 David Thulke , Nico Daheim , Christian Dugast , Hermann Ney

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

In this paper, we present the submitted system for the second DIHARD Speech Diarization Challenge from the DKULENOVO team. Our diarization system includes multiple modules, namely voice activity detection (VAD), segmentation, speaker…

音频与语音处理 · 电气工程与系统科学 2020-05-06 Qingjian Lin , Weicheng Cai , Lin Yang , Junjie Wang , Jun Zhang , Ming Li

End-to-end speech translation (ST) for conversation recordings involves several under-explored challenges such as speaker diarization (SD) without accurate word time stamps and handling of overlapping speech in a streaming fashion. In this…

音频与语音处理 · 电气工程与系统科学 2024-01-24 Mu Yang , Naoyuki Kanda , Xiaofei Wang , Junkun Chen , Peidong Wang , Jian Xue , Jinyu Li , Takuya Yoshioka

Multi-speaker automatic speech recognition (MS-ASR) faces significant challenges in transcribing overlapped speech, a task critical for applications like meeting transcription and conversational analysis. While serialized output training…

音频与语音处理 · 电气工程与系统科学 2025-06-09 Yuke Lin , Ming Cheng , Ze Li , Beilong Tang , Ming Li

Existing speaker diarization systems typically rely on large amounts of manually annotated data, which is labor-intensive and difficult to obtain, especially in real-world scenarios. Additionally, language-specific constraints in these…

音频与语音处理 · 电气工程与系统科学 2024-09-13 Phat Lam , Lam Pham , Truong Nguyen , Dat Ngo , Thinh Pham , Tin Nguyen , Loi Khanh Nguyen , Alexander Schindler

In recent years, studies on automatic speech recognition (ASR) have shown outstanding results that reach human parity on short speech segments. However, there are still difficulties in standardizing the output of ASR such as capitalization…

计算与语言 · 计算机科学 2019-08-08 Binh Nguyen , Vu Bao Hung Nguyen , Hien Nguyen , Pham Ngoc Phuong , The-Loc Nguyen , Quoc Truong Do , Luong Chi Mai

Speaker diarization, which is to find the speech segments of specific speakers, has been widely used in human-centered applications such as video conferences or human-computer interaction systems. In this paper, we propose a self-supervised…

音频与语音处理 · 电气工程与系统科学 2020-02-14 Yifan Ding , Yong Xu , Shi-Xiong Zhang , Yahuan Cong , Liqiang Wang

The popularity of automatic speech recognition (ASR) systems nowadays leads to an increasing need for improving their accessibility. Handling stuttering speech is an important feature for accessible ASR systems. To improve the accessibility…

声音 · 计算机科学 2023-08-31 Yi Liu , Yuekang Li , Gelei Deng , Felix Juefei-Xu , Yao Du , Cen Zhang , Chengwei Liu , Yeting Li , Lei Ma , Yang Liu

We describe our end-to-end system for Bengali long-form speech recognition (ASR) and speaker diarization submitted to the DL Sprint 4.0 competition on Kaggle. Bengali presents substantial challenges for both tasks: a large phoneme…

计算与语言 · 计算机科学 2026-02-26 MD. Sagor Chowdhury , Adiba Fairooz Chowdhury

In this paper, we present the submitted system for the third DIHARD Speech Diarization Challenge from the DKU-Duke-Lenovo team. Our system consists of several modules: voice activity detection (VAD), segmentation, speaker embedding…

音频与语音处理 · 电气工程与系统科学 2021-02-09 Weiqing Wang , Qingjian Lin , Danwei Cai , Lin Yang , Ming Li

We present a novel multi-channel front-end based on channel shortening with theWeighted Prediction Error (WPE) method followed by a fixed MVDR beamformer used in combination with a recently proposed self-attention-based channel combination…

音频与语音处理 · 电气工程与系统科学 2022-03-29 Dushyant Sharma , Rong Gong , James Fosburgh , Stanislav Yu. Kruchinin , Patrick A. Naylor , Ljubomir Milanovic

Text-speech joint spoken language modeling (SLM) aims at natural and intelligent speech-based interactions, but developing such a system may suffer from modality mismatch: speech unit sequences are much longer than text tokens. Prior work…

计算与语言 · 计算机科学 2026-03-16 Liang-Hsuan Tseng , Hung-yi Lee

This paper describes Tallinn University of Technology (TalTech) systems developed for the ASRU MADASR 2023 Challenge. The challenge focuses on automatic speech recognition of dialect-rich Indian languages with limited training audio and…

计算与语言 · 计算机科学 2023-10-27 Tanel Alumäe , Jiaming Kong , Daniil Robnikov

We introduce DIVE, an end-to-end speaker diarization algorithm. Our neural algorithm presents the diarization task as an iterative process: it repeatedly builds a representation for each speaker before predicting the voice activity of each…

声音 · 计算机科学 2021-05-31 Neil Zeghidour , Olivier Teboul , David Grangier

Speaker diarization is the task of partitioning audio into segments according to speaker identity, answering the question of "who spoke when" in multi-speaker conversation recordings. While diarization is an essential task for many…

声音 · 计算机科学 2025-10-01 Luca A. Lanzendörfer , Florian Grötschla , Cesare Blaser , Roger Wattenhofer

A novel framework for meeting transcription using asynchronous microphones is proposed in this paper. It consists of audio synchronization, speaker diarization, utterance-wise speech enhancement using guided source separation, automatic…

音频与语音处理 · 电气工程与系统科学 2020-08-03 Shota Horiguchi , Yusuke Fujita , Kenji Nagamatsu

This paper presents a novel approach to target speaker extraction (TSE) using Curriculum Learning (CL) techniques, addressing the challenge of distinguishing a target speaker's voice from a mixture containing interfering speakers. For…

音频与语音处理 · 电气工程与系统科学 2024-06-13 Yun Liu , Xuechen Liu , Xiaoxiao Miao , Junichi Yamagishi
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