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Related papers: VoxSRC 2019: The first VoxCeleb Speaker Recognitio…

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Speaker verification, as a biometric authentication mechanism, has been widely used due to the pervasiveness of voice control on smart devices. However, the task of "in-the-wild" speaker verification is still challenging, considering the…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-27 Jianwei Tai , Xiaoqi Jia , Qingjia Huang , Weijuan Zhang , Haichao Du , Shengzhi Zhang

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…

Sound · Computer Science 2022-09-21 Ruohua Zhou , Yuxuan Du , Chenlei Hu

Visual signals can enhance audiovisual speech recognition accuracy by providing additional contextual information. Given the complexity of visual signals, an audiovisual speech recognition model requires robust generalization capabilities…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-20 Yihan Wu , Yifan Peng , Yichen Lu , Xuankai Chang , Ruihua Song , Shinji Watanabe

The success of automatic speaker verification shows that discriminative speaker representations can be extracted from neutral speech. However, as a kind of non-verbal voice, laughter should also carry speaker information intuitively. Thus,…

Audio and Speech Processing · Electrical Eng. & Systems 2023-11-21 Yuke Lin , Xiaoyi Qin , Huahua Cui , Zhenyi Zhu , Ming Li

The Fearless Steps Challenge 2019 Phase-1 (FSC-P1) is the inaugural Challenge of the Fearless Steps Initiative hosted by the Center for Robust Speech Systems (CRSS) at the University of Texas at Dallas. The goal of this Challenge is to…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-07 Aditya Joglekar , John H. L. Hansen

Voice recognition and speaker identification are vital for applications in security and personal assistants. This paper presents a lightweight 1D-Convolutional Neural Network (1D-CNN) designed to perform speaker identification on minimal…

Sound · Computer Science 2024-11-25 Irfan Nafiz Shahan , Pulok Ahmed Auvi

Our goal is to collect a large-scale audio-visual dataset with low label noise from videos in the wild using computer vision techniques. The resulting dataset can be used for training and evaluating audio recognition models. We make three…

Computer Vision and Pattern Recognition · Computer Science 2020-09-28 Honglie Chen , Weidi Xie , Andrea Vedaldi , Andrew Zisserman

This paper reports on the ReINTEL Shared Task for Responsible Information Identification on social network sites, which is hosted at the seventh annual workshop on Vietnamese Language and Speech Processing (VLSP 2020). Given a piece of news…

The 3rd annual installment of the ActivityNet Large- Scale Activity Recognition Challenge, held as a full-day workshop in CVPR 2018, focused on the recognition of daily life, high-level, goal-oriented activities from user-generated videos…

Computer Vision and Pattern Recognition · Computer Science 2018-08-24 Bernard Ghanem , Juan Carlos Niebles , Cees Snoek , Fabian Caba Heilbron , Humam Alwassel , Victor Escorcia , Ranjay Krishna , Shyamal Buch , Cuong Duc Dao

Speech activity detection (or endpointing) is an important processing step for applications such as speech recognition, language identification and speaker diarization. Both audio- and vision-based approaches have been used for this task in…

Shared challenges provide a venue for comparing systems trained on common data using a standardized evaluation, and they also provide an invaluable resource for researchers when the data and evaluation results are publicly released. The…

Sound · Computer Science 2021-07-01 Erica Cooper , Junichi Yamagishi

This paper discribes the DKU-DukeECE submission to the 4th track of the VoxCeleb Speaker Recognition Challenge 2022 (VoxSRC-22). Our system contains a fused voice activity detection model, a clustering-based diarization model, and a…

Audio and Speech Processing · Electrical Eng. & Systems 2022-10-05 Weiqing Wang , Xiaoyi Qin , Ming Cheng , Yucong Zhang , Kangyue Wang , Ming Li

When a speaker verification (SV) system operates far from the sound sourced, significant challenges arise due to the interference of noise and reverberation. Studies have shown that incorporating phonetic information into speaker embedding…

Sound · Computer Science 2023-11-28 Zezhong Jin , Youzhi Tu , Man-Wai Mak

ASV (automatic speaker verification) systems are intrinsically required to reject both non-target (e.g., voice uttered by different speaker) and spoofed (e.g., synthesised or converted) inputs. However, there is little consideration for how…

We present results and analyses from the third VoicePrivacy Challenge held in 2024, which focuses on advancing voice anonymization technologies. The task was to develop a voice anonymization system for speech data that conceals a speaker's…

Although speaker verification has conventionally been an audio-only task, some practical applications provide both audio and visual streams of input. In these cases, the visual stream provides complementary information and can often be…

Sound · Computer Science 2021-02-15 Leda Sarı , Kritika Singh , Jiatong Zhou , Lorenzo Torresani , Nayan Singhal , Yatharth Saraf

As Speech Language Models (SLMs) transition from personal devices to shared, multi-user environments such as smart homes, a new challenge emerges: the model is expected to distinguish between users to manage information flow appropriately.…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-29 Yuxiang Wang , Hongyu Liu , Dekun Chen , Xueyao Zhang , Zhizheng Wu

Recently, fine-tuning large pre-trained Transformer models using downstream datasets has received a rising interest. Despite their success, it is still challenging to disentangle the benefits of large-scale datasets and Transformer…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-19 Junyi Peng , Oldřich Plchot , Themos Stafylakis , Ladislav Mošner , Lukáš Burget , Jan Černocký

The goal of multilingual speech technology is to facilitate seamless communication between individuals speaking different languages, creating the experience as though everyone were a multilingual speaker. To create this experience, speech…

Computation and Language · Computer Science 2026-05-19 Supriti Sinhamahapatra , Thai-Binh Nguyen , Yiğit Oğuz , Enes Ugan , Jan Niehues , Alexander Waibel

This report describes the submission system by the GIST-AiTeR team for the VoxCeleb Speaker Recognition Challenge 2023 (VoxSRC-23) Track 4. Our submission system focuses on implementing diverse speaker diarization (SD) techniques, including…

Audio and Speech Processing · Electrical Eng. & Systems 2023-08-28 Dongkeon Park , Ji Won Kim , Kang Ryeol Kim , Do Hyun Lee , Hong Kook Kim