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Keyword spotting (KWS) is an important technique for speech applications, which enables users to activate devices by speaking a keyword phrase. Although a phoneme classifier can be used for KWS, exploiting a large amount of transcribed data…

音频与语音处理 · 电气工程与系统科学 2021-09-23 Takuya Higuchi , Anmol Gupta , Chandra Dhir

This paper is the system description of the DKU-MSXF System for the track1, track2 and track3 of the VoxCeleb Speaker Recognition Challenge 2023 (VoxSRC-23). For Track 1, we utilize a network structure based on ResNet for training. By…

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

We study multi-task learning for two orthogonal speech technology tasks: speech and speaker recognition. We use wav2vec2 as a base architecture with two task-specific output heads. We experiment with different architectural decisions to mix…

声音 · 计算机科学 2023-05-29 Nik Vaessen , David A. van Leeuwen

Keyword spotting (KWS) and speaker verification (SV) are two important tasks in speech applications. Research shows that the state-of-art KWS and SV models are trained independently using different datasets since they expect to learn…

声音 · 计算机科学 2022-04-01 Li Wang , Rongzhi Gu , Weiji Zhuang , Peng Gao , Yujun Wang , Yuexian Zou

Self-supervised-learning-based pre-trained models for speech data, such as Wav2Vec 2.0 (W2V2), have become the backbone of many speech tasks. In this paper, to achieve speaker diarisation and speech recognition using a single model, a…

音频与语音处理 · 电气工程与系统科学 2022-07-11 Xianrui Zheng , Chao Zhang , Philip C. Woodland

This paper presents the SJTU system for both text-dependent and text-independent tasks in short-duration speaker verification (SdSV) challenge 2021. In this challenge, we explored different strong embedding extractors to extract robust…

声音 · 计算机科学 2022-08-04 Bing Han , Zhengyang Chen , Zhikai Zhou , Yanmin Qian

Personalized speech enhancement (PSE) models utilize additional cues, such as speaker embeddings like d-vectors, to remove background noise and interfering speech in real-time and thus improve the speech quality of online video conferencing…

音频与语音处理 · 电气工程与系统科学 2021-10-20 Sefik Emre Eskimez , Takuya Yoshioka , Huaming Wang , Xiaofei Wang , Zhuo Chen , Xuedong Huang

In this paper, we describe the systems developed by the SJTU X-LANCE team for LIMMITS 2023 Challenge, and we mainly focus on the winning system on naturalness for track 1. The aim of this challenge is to build a multi-speaker multi-lingual…

声音 · 计算机科学 2024-11-12 Chenpeng Du , Yiwei Guo , Feiyu Shen , Kai Yu

Self-supervised learning approaches have lately achieved great success on a broad spectrum of machine learning problems. In the field of speech processing, one of the most successful recent self-supervised models is wav2vec 2.0. In this…

音频与语音处理 · 电气工程与系统科学 2023-05-10 Marie Kunešová , Zbyněk Zajíc

Keyword wakeup technology has always been a research hotspot in speech processing, but many related works were done on different datasets. We organized a Chinese long-short video keyword wakeup challenge (Video Keyword Wakeup Challenge,…

声音 · 计算机科学 2021-10-29 Yougen Yuan , Zhiqiang Lv , Shen Huang , Pengfei Hu

In this paper, we present the system submission for the VoxCeleb Speaker Recognition Challenge 2020 (VoxSRC-20) by the DKU-DukeECE team. For track 1, we explore various kinds of state-of-the-art front-end extractors with different pooling…

音频与语音处理 · 电气工程与系统科学 2020-10-27 Weiqing Wang , Danwei Cai , Xiaoyi Qin , Ming Li

This paper introduces an efficient and accurate pipeline for text-dependent speaker verification (TDSV), designed to address the need for high-performance biometric systems. The proposed system incorporates a Fast-Conformer-based ASR module…

声音 · 计算机科学 2024-11-26 Mohammadreza Molavi , Reza Khodadadi

We investigated the training of a shared model for both text-to-speech (TTS) and voice conversion (VC) tasks. We propose using an extended model architecture of Tacotron, that is a multi-source sequence-to-sequence model with a dual…

音频与语音处理 · 电气工程与系统科学 2019-04-09 Mingyang Zhang , Xin Wang , Fuming Fang , Haizhou Li , Junichi Yamagishi

This report describes the submission from Technical University of Catalonia (UPC) to the VoxCeleb Speaker Recognition Challenge (VoxSRC-20) at Interspeech 2020. The final submission is a combination of three systems. System-1 is an…

音频与语音处理 · 电气工程与系统科学 2020-10-28 Umair Khan , Javier Hernando

This paper proposes the target speaker enhancement based speaker verification network (TASE-SVNet), an all neural model that couples target speaker enhancement and speaker embedding extraction for robust speaker verification (SV).…

音频与语音处理 · 电气工程与系统科学 2021-03-17 Chunlei Zhang , Meng Yu , Chao Weng , Dong Yu

This paper describes the XMUSPEECH speaker recognition and diarisation systems for the VoxCeleb Speaker Recognition Challenge 2021. For track 2, we evaluate two systems including ResNet34-SE and ECAPA-TDNN. For track 4, an important part of…

音频与语音处理 · 电气工程与系统科学 2021-09-07 Jie Wang , Fuchuang Tong , Zhicong Chen , Lin Li , Qingyang Hong , Haodong Zhou

In this letter, we propose a vocal tract length (VTL) perturbation method for text-dependent speaker verification (TD-SV), in which a set of TD-SV systems are trained, one for each VTL factor, and score-level fusion is applied to make a…

声音 · 计算机科学 2021-03-29 Achintya kr. Sarkar , Zheng-Hua Tan

This report describes our submission to the track 1 and track 2 of the VoxCeleb Speaker Recognition Challenge 2021 (VoxSRC 2021). Both track 1 and track 2 share the same speaker verification system, which only uses VoxCeleb2-dev as our…

声音 · 计算机科学 2021-09-07 Miao Zhao , Yufeng Ma , Min Liu , Minqiang Xu

Voice trigger detection is an important task, which enables activating a voice assistant when a target user speaks a keyword phrase. A detector is typically trained on speech data independent of speaker information and used for the voice…

This paper presents our systems (denoted as T13) for the singing voice conversion challenge (SVCC) 2023. For both in-domain and cross-domain English singing voice conversion (SVC) tasks (Task 1 and Task 2), we adopt a recognition-synthesis…

音频与语音处理 · 电气工程与系统科学 2023-10-10 Ryuichi Yamamoto , Reo Yoneyama , Lester Phillip Violeta , Wen-Chin Huang , Tomoki Toda