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In this paper, we propose a novel technique for direct recognition of multiple speech streams given the single channel of mixed speech, without first separating them. Our technique is based on permutation invariant training (PIT) for…

Sound · Computer Science 2018-12-06 Dong Yu , Xuankai Chang , Yanmin Qian

Overlapping speech remains a major challenge for automatic speech recognition (ASR) in real-world applications, particularly in broadcast media with dynamic, multi-speaker interactions. We propose a light-weight, target-speaker-based…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-26 Aleš Pražák , Marie Kunešová , Josef Psutka

In traditional speaker diarization systems, a well-trained speaker model is a key component to extract representations from consecutive and partially overlapping segments in a long speech session. To be more consistent with the back-end…

Sound · Computer Science 2022-04-01 Yu-Huai Peng , Hung-Shin Lee , Pin-Tuan Huang , Hsin-Min Wang

This document briefly describes the systems submitted by the Center for Robust Speech Systems (CRSS) from The University of Texas at Dallas (UTD) to the 2016 National Institute of Standards and Technology (NIST) Speaker Recognition…

Computation and Language · Computer Science 2016-10-26 Chunlei Zhang , Fahimeh Bahmaninezhad , Shivesh Ranjan , Chengzhu Yu , Navid Shokouhi , John H. L. Hansen

Automatic Speech Recognition (ASR) technology is fundamental in transcribing spoken language into text, with considerable applications in the clinical realm, including streamlining medical transcription and integrating with Electronic…

Computation and Language · Computer Science 2024-03-27 Nima Ebadi , Kellen Morgan , Adrian Tan , Billy Linares , Sheri Osborn , Emma Majors , Jeremy Davis , Anthony Rios

Speech-enabled systems typically first convert audio to text through an automatic speech recognition (ASR) model and then feed the text to downstream natural language processing (NLP) modules. The errors of the ASR system can seriously…

Computation and Language · Computer Science 2021-03-26 Tong Cui , Jinghui Xiao , Liangyou Li , Xin Jiang , Qun Liu

Achieving robust speech separation for overlapping speakers in various acoustic environments with noise and reverberation remains an open challenge. Although existing datasets are available to train separators for specific scenarios, they…

Sound · Computer Science 2024-08-30 Ke Chen , Jiaqi Su , Taylor Berg-Kirkpatrick , Shlomo Dubnov , Zeyu Jin

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…

Sound · Computer Science 2021-09-07 Keke Wang , Xudong Mao , Hao Wu , Chen Ding , Chuxiang Shang , Rui Xia , Yuxuan Wang

For real-world speech recognition applications, noise robustness is still a challenge. In this work, we adopt the teacher-student (T/S) learning technique using a parallel clean and noisy corpus for improving automatic speech recognition…

Audio and Speech Processing · Electrical Eng. & Systems 2019-03-19 Ladislav Mošner , Minhua Wu , Anirudh Raju , Sree Hari Krishnan Parthasarathi , Kenichi Kumatani , Shiva Sundaram , Roland Maas , Björn Hoffmeister

Current Non-Audible Murmur (NAM)-to-speech techniques rely on voice cloning to simulate ground-truth speech from paired whispers. However, the simulated speech often lacks intelligibility and fails to generalize well across different…

Sound · Computer Science 2025-01-24 Neil Shah , Shirish Karande , Vineet Gandhi

In this paper, we present UR-AIR system submission to the logical access (LA) and the speech deepfake (DF) tracks of the ASVspoof 2021 Challenge. The LA and DF tasks focus on synthetic speech detection (SSD), i.e. detecting text-to-speech…

Audio and Speech Processing · Electrical Eng. & Systems 2026-02-05 Xinhui Chen , You Zhang , Ge Zhu , Zhiyao Duan

Real-time automatic speech recognition systems are increasingly integrated into interactive applications, from voice assistants to live transcription services. However, scaling these systems to support multiple concurrent clients while…

Sound · Computer Science 2026-04-14 Federico Bruzzone , Walter Cazzola , Matteo Brancaleoni , Dario Pellegrino

This paper describes the NPU system submitted to Interspeech 2020 Far-Field Speaker Verification Challenge (FFSVC). We particularly focus on far-field text-dependent SV from single (task1) and multiple microphone arrays (task3). The major…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-11 Li Zhang , Jian Wu , Lei Xie

Supervised models for speech enhancement are trained using artificially generated mixtures of clean speech and noise signals. However, the synthetic training conditions may not accurately reflect real-world conditions encountered during…

Despite the rapid progress of automatic speech recognition (ASR) technologies in the past few decades, recognition of disordered speech remains a highly challenging task to date. Disordered speech presents a wide spectrum of challenges to…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-01 Shansong Liu , Mengzhe Geng , Shoukang Hu , Xurong Xie , Mingyu Cui , Jianwei Yu , Xunying Liu , Helen Meng

This paper summarizes the outcomes from the ISCSLP 2022 Intelligent Cockpit Speech Recognition Challenge (ICSRC). We first address the necessity of the challenge and then introduce the associated dataset collected from a new-energy vehicle…

Sound · Computer Science 2022-11-04 Ao Zhang , Fan Yu , Kaixun Huang , Lei Xie , Longbiao Wang , Eng Siong Chng , Hui Bu , Binbin Zhang , Wei Chen , Xin Xu

In this letter, we present a novel multi-talker minimum variance distortionless response (MVDR) beamforming as the front-end of an automatic speech recognition (ASR) system in a dinner party scenario. The CHiME-5 dataset is selected to…

Audio and Speech Processing · Electrical Eng. & Systems 2019-10-18 Hangting Chen , Pengyuan Zhang , Yonghong Yan

The NIST Speaker Recognition Evaluation - Conversational Telephone Speech (CTS) challenge 2019 was an open evaluation for the task of speaker verification in challenging conditions. In this paper, we provide a detailed account of the LEAP…

Audio and Speech Processing · Electrical Eng. & Systems 2020-05-26 Shreyas Ramoji , Prashant Krishnan , Bhargavram Mysore , Prachi Singh , Sriram Ganapathy

This paper describes the FlySpeech speaker diarization system submitted to the second \textbf{M}ultimodal \textbf{I}nformation Based \textbf{S}peech \textbf{P}rocessing~(\textbf{MISP}) Challenge held in ICASSP 2022. We develop an end-to-end…

Sound · Computer Science 2023-07-31 Li Zhang , Huan Zhao , Yue Li , Bowen Pang , Yannan Wang , Hongji Wang , Wei Rao , Qing Wang , Lei Xie

This paper presents the Speech Technology Center (STC) speaker recognition (SR) systems submitted to the VOiCES From a Distance challenge 2019. The challenge's SR task is focused on the problem of speaker recognition in single channel…