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In this paper, we provide a large audio-visual speaker recognition dataset, VoxBlink2, which includes approximately 10M utterances with videos from 110K+ speakers in the wild. This dataset represents a significant expansion over the…

音频与语音处理 · 电气工程与系统科学 2024-07-17 Yuke Lin , Ming Cheng , Fulin Zhang , Yingying Gao , Shilei Zhang , Ming Li

This report describes the submission of the DKU-DukeECE team to the self-supervision speaker verification task of the 2021 VoxCeleb Speaker Recognition Challenge (VoxSRC). Our method employs an iterative labeling framework to learn…

音频与语音处理 · 电气工程与系统科学 2021-09-08 Danwei Cai , Ming Li

This is a description of our effort in VOiCES 2019 Speaker Recognition challenge. All systems in the fixed condition are based on the x-vector paradigm with different features and DNN topologies. The single best system reaches 1.2% EER and…

音频与语音处理 · 电气工程与系统科学 2019-07-16 Hossein Zeinali , Pavel Matějka , Ladislav Mošner , Oldřich Plchot , Anna Silnova , Ondřej Novotný , Ján Profant , Ondřej Glembek , Lukáš Burget

Recent advances in unsupervised speech representation learning discover new approaches and provide new state-of-the-art for diverse types of speech processing tasks. This paper presents an investigation of using wav2vec 2.0 deep speech…

This paper describes speaker verification (SV) systems submitted by the SpeakIn team to the Task 1 and Task 2 of the Far-Field Speaker Verification Challenge 2022 (FFSVC2022). SV tasks of the challenge focus on the problem of fully…

声音 · 计算机科学 2022-09-26 Yu Zheng , Jinghan Peng , Yihao Chen , Yajun Zhang , Jialong Wang , Min Liu , Minqiang Xu

This report showcases the results achieved using the wespeaker toolkit for the VoxSRC2023 Challenge. Our aim is to provide participants, especially those with limited experience, with clear and straightforward guidelines to develop their…

音频与语音处理 · 电气工程与系统科学 2023-06-29 Shuai Wang , Chengdong Liang , Xu Xiang , Bing Han , Zhengyang Chen , Hongji Wang , Wen Ding

In this technical report, we describe the Royalflush submissions for the VoxCeleb Speaker Recognition Challenge 2022 (VoxSRC-22). Our submissions contain track 1, which is for supervised speaker verification and track 3, which is for…

声音 · 计算机科学 2022-09-21 Jingguang Tian , Xinhui Hu , Xinkang Xu

Recently, direct modeling of raw waveforms using deep neural networks has been widely studied for a number of tasks in audio domains. In speaker verification, however, utilization of raw waveforms is in its preliminary phase, requiring…

音频与语音处理 · 电气工程与系统科学 2019-07-18 Jee-weon Jung , Hee-Soo Heo , Ju-ho Kim , Hye-jin Shim , Ha-Jin Yu

Speech utterances recorded under differing conditions exhibit varying degrees of confidence in their embedding estimates, i.e., uncertainty, even if they are extracted using the same neural network. This paper aims to incorporate the…

音频与语音处理 · 电气工程与系统科学 2023-02-24 Qiongqiong Wang , Kong Aik Lee , Tianchi Liu

This paper describes the BUCEA speaker diarization system for the 2022 VoxCeleb Speaker Recognition Challenge. Voxsrc-22 provides the development set and test set of VoxConverse, and we mainly use the test set of VoxConverse for parameter…

声音 · 计算机科学 2022-09-21 Ruohua Zhou , Yuxuan Du , Chenlei Hu

This technical report describes our system for track 1, 2 and 4 of the VoxCeleb Speaker Recognition Challenge 2022 (VoxSRC-22). By combining several ResNet variants, our submission for track 1 attained a minDCF of 0:090 with EER 1:401%. By…

音频与语音处理 · 电气工程与系统科学 2022-09-26 Qutang Cai , Guoqiang Hong , Zhijian Ye , Ximin Li , Haizhou Li

In this report, we describe the Beijing ZKJ-NPU team submission to the VoxCeleb Speaker Recognition Challenge 2021 (VoxSRC-21). We participated in the fully supervised speaker verification track 1 and track 2. In the challenge, we explored…

声音 · 计算机科学 2021-11-19 Li Zhang , Huan Zhao , Qinling Meng , Yanli Chen , Min Liu , Lei Xie

This report describes our speaker verification systems for the tasks of the CN-Celeb Speaker Recognition Challenge 2022 (CNSRC 2022). This challenge includes two tasks, namely speaker verification(SV) and speaker retrieval(SR). The SV task…

声音 · 计算机科学 2022-09-23 Yu Zheng , Yihao Chen , Jinghan Peng , Yajun Zhang , Min Liu , Minqiang Xu

In this paper, we address the problem of speaker verification in conditions unseen or unknown during development. A standard method for speaker verification consists of extracting speaker embeddings with a deep neural network and processing…

声音 · 计算机科学 2021-08-18 Luciana Ferrer , Mitchell McLaren , Niko Brummer

This paper describes our submission to Task 1 of the Short-duration Speaker Verification (SdSV) challenge 2020. Task 1 is a text-dependent speaker verification task, where both the speaker and phrase are required to be verified. The…

音频与语音处理 · 电气工程与系统科学 2020-10-23 Sung Hwan Mun , Woo Hyun Kang , Min Hyun Han , Nam Soo Kim

In this paper, we propose a speaker verification method by an Attentive Multi-scale Convolutional Recurrent Network (AMCRN). The proposed AMCRN can acquire both local spatial information and global sequential information from the input…

音频与语音处理 · 电气工程与系统科学 2023-06-02 Yanxiong Li , Zhongjie Jiang , Wenchang Cao , Qisheng Huang

The ResNet-based architecture has been widely adopted to extract speaker embeddings for text-independent speaker verification systems. By introducing the residual connections to the CNN and standardizing the residual blocks, the ResNet…

音频与语音处理 · 电气工程与系统科学 2020-12-01 Tianyan Zhou , Yong Zhao , Jian Wu

Speaker recognition technology is applied to various tasks, from personal virtual assistants to secure access systems. However, the robustness of these systems against adversarial attacks, particularly to additive perturbations, remains a…

声音 · 计算机科学 2024-12-19 Dmitrii Korzh , Elvir Karimov , Mikhail Pautov , Oleg Y. Rogov , Ivan Oseledets

Speaker verification (SV) systems are currently being used to make sensitive decisions like giving access to bank accounts or deciding whether the voice of a suspect coincides with that of the perpetrator of a crime. Ensuring that these…

音频与语音处理 · 电气工程与系统科学 2025-11-18 Mariel Estevez , Luciana Ferrer

Speaker verification (SV) performance deteriorates as utterances become shorter. To this end, we propose a new architecture called VoiceExtender which provides a promising solution for improving SV performance when handling short-duration…

声音 · 计算机科学 2023-10-10 Yayun He , Zuheng Kang , Jianzong Wang , Junqing Peng , Jing Xiao