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The performance of speaker verification systems is adversely affected by speaker aging. However, due to challenges in data collection, particularly the lack of sustained and large-scale longitudinal data for individuals, research on speaker…

Sound · Computer Science 2025-05-28 Zhiqi Ai , Meixuan Bao , Zhiyong Chen , Zhi Yang , Xinnuo Li , Shugong Xu

In this paper, we study the impact of the ageing on modern deep speaker embedding based automatic speaker verification (ASV) systems. We have selected two different datasets to examine ageing on the state-of-the-art ECAPA-TDNN system. The…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-14 Vishwanath Pratap Singh , Md Sahidullah , Tomi Kinnunen

Despite achieving satisfactory performance in speaker verification using deep neural networks, variable-duration utterances remain a challenge that threatens the robustness of systems. To deal with this issue, we propose a speaker…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-28 Ju-ho Kim , Hye-jin Shim , Jungwoo Heo , Ha-Jin Yu

We present the Knesset Corpus, a corpus of Hebrew parliamentary proceedings containing over 30 million sentences (over 384 million tokens) from all the (plenary and committee) protocols held in the Israeli parliament between 1998 and 2022.…

Computation and Language · Computer Science 2025-06-02 Gili Goldin , Nick Howell , Noam Ordan , Ella Rabinovich , Shuly Wintner

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…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-17 Yuke Lin , Ming Cheng , Fulin Zhang , Yingying Gao , Shilei Zhang , Ming Li

Automatic speaker verification has achieved remarkable progress in recent years. However, there is little research on cross-age speaker verification (CASV) due to insufficient relevant data. In this paper, we mine cross-age test sets based…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-14 Xiaoyi Qin , Na Li , Chao Weng , Dan Su , Ming Li

We present HebDB, a weakly supervised dataset for spoken language processing in the Hebrew language. HebDB offers roughly 2500 hours of natural and spontaneous speech recordings in the Hebrew language, consisting of a large variety of…

In this paper, we introduce a large-scale and high-quality audio-visual speaker verification dataset, named VoxBlink. We propose an innovative and robust automatic audio-visual data mining pipeline to curate this dataset, which contains…

Audio and Speech Processing · Electrical Eng. & Systems 2023-12-14 Yuke Lin , Xiaoyi Qin , Guoqing Zhao , Ming Cheng , Ning Jiang , Haiyang Wu , Ming Li

We introduce "ivrit.ai", a comprehensive Hebrew speech dataset, addressing the distinct lack of extensive, high-quality resources for advancing Automated Speech Recognition (ASR) technology in Hebrew. With over 3,300 speech hours and a over…

Audio and Speech Processing · Electrical Eng. & Systems 2023-07-19 Yanir Marmor , Kinneret Misgav , Yair Lifshitz

Prediction of speaker's height is of interest for voice forensics, surveillance, and automatic speaker profiling. Until now, TIMIT has been the most popular dataset for training and evaluation of the height estimation methods. In this…

Sound · Computer Science 2025-01-22 Stanisław Kacprzak , Konrad Kowalczyk

The objective of this paper is speaker recognition under noisy and unconstrained conditions. We make two key contributions. First, we introduce a very large-scale audio-visual speaker recognition dataset collected from open-source media.…

Sound · Computer Science 2020-11-05 Joon Son Chung , Arsha Nagrani , Andrew Zisserman

This paper introduces the Extended Length Audio Dataset for Synthetic Voice Detection and Speaker Recognition (ELAD SVDSR), a resource specifically designed to facilitate the creation of high quality deepfakes and support the development of…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-02 Rahul Vijaykumar , Ajan Ahmed , John Parker , Dinesh Pendyala , Aidan Collins , Stephanie Schuckers , Masudul H. Imtiaz

In this paper, we present WenetSpeech, a multi-domain Mandarin corpus consisting of 10000+ hours high-quality labeled speech, 2400+ hours weakly labeled speech, and about 10000 hours unlabeled speech, with 22400+ hours in total. We collect…

This paper introduces VoxSim, a dataset of perceptual voice similarity ratings. Recent efforts to automate the assessment of speech synthesis technologies have primarily focused on predicting mean opinion score of naturalness, leaving…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-29 Junseok Ahn , Youkyum Kim , Yeunju Choi , Doyeop Kwak , Ji-Hoon Kim , Seongkyu Mun , Joon Son Chung

VoxCeleb datasets are widely used in speaker recognition studies. Our work serves two purposes. First, we provide speaker age labels and (an alternative) annotation of speaker gender. Second, we demonstrate the use of this metadata by…

Machine Learning · Computer Science 2021-12-21 Khaled Hechmi , Trung Ngo Trong , Ville Hautamaki , Tomi Kinnunen

Large datasets are very useful for training speaker recognition systems, and various research groups have constructed several over the years. Voxceleb is a large dataset for speaker recognition that is extracted from Youtube videos. This…

Sound · Computer Science 2022-03-11 Desmond Caulley , Yufeng Yang , David Anderson

This work considers training neural networks for speaker recognition with a much smaller dataset size compared to contemporary work. We artificially restrict the amount of data by proposing three subsets of the popular VoxCeleb2 dataset.…

Sound · Computer Science 2023-02-28 Nik Vaessen , David A. van Leeuwen

Speaker recognition systems based on deep speaker embeddings have achieved significant performance in controlled conditions according to the results obtained for early NIST SRE (Speaker Recognition Evaluation) datasets. From the practical…

Most existing datasets for speaker identification contain samples obtained under quite constrained conditions, and are usually hand-annotated, hence limited in size. The goal of this paper is to generate a large scale text-independent…

Sound · Computer Science 2020-11-05 Arsha Nagrani , Joon Son Chung , Andrew Zisserman

Recent progress in speech processing has highlighted that high-quality performance across languages requires substantial training data for each individual language. While existing multilingual datasets cover many languages, they often…

Computation and Language · Computer Science 2025-10-28 Samuel Pfisterer , Florian Grötschla , Luca A. Lanzendörfer , Florian Yan , Roger Wattenhofer
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