Scholar4AI Updated 2026-11-05 06:02 UTC+09:00

VoxCeleb

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data category: Speech and audio benchmarks · 0 papers in the last 7 days

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Names searched for: VoxCeleb

Tasks, access and usage conditions#

Mention counts below measure name matches in tracked papers, not benchmark quality or downloads. A family count can cover multiple datasets; it is not a separate count for each comparison row. Choose a task and version first, preserve evaluation splits, and follow the linked release terms. The site's content license does not replace the datasets' own terms.

Dataset comparison: tasks, access and usage conditions
Dataset / versionTask and evaluationAccess and preparationUsage conditions
VoxCeleb1 / VoxCeleb2Speaker identification/verification from interview speech; these are not transcript-based ASR benchmarks.

Evaluation: Report EER/minDCF, trial list and speaker overlap with training/pretraining; report unavailable recordings.

Official source / documentation

Use the Oxford release instructions for the named version and verification trial list; check current audio availability.

Follow the release’s terms and dataset privacy notice, alongside source-media rights. Do not substitute a code repository license for recording permissions.

Guide updated 2026-11-05.

Key findings#

  • From Nov 2023 to Oct 2026, 24 archived papers mentioned VoxCeleb in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Aug 2024 (4).
  • No paper of the tracked journals mentioned VoxCeleb in the last 30 days (2026-10-07 to 2026-11-05).
  • From 2017 to 2026 (so far), VoxCeleb was mentioned in 35 papers in the tracked journals, most of them in AI (35).
  • 6 of them were published in 2025, against 0 in 2017.
  • Since 2023, the institutions with the most of these papers were Tsinghua University (3), Alibaba Group (China) (2) and Beijing National Research Center for Information Science and Technology (2).
  • The journals publishing most of them were IEEE Transactions on Pattern Analysis and Machine Intelligence (6), Computer Speech & Language (5) and Expert Systems with Applications (4).
  • The most-cited of them is “Voxceleb: Large-scale speaker verification in the wild” (Computer Speech & Language, 2019), with 663 citations.
  • Papers use VoxCeleb most often with YouTube / TikTok (10), LibriSpeech (6) and Face recognition (LFW, CelebA, VGGFace2) (4); it has 6 partners in the code and data network, in the group around ImageNet, CIFAR-10 / CIFAR-100, MNIST / Fashion-MNIST.

Mentions over 36 months#

Papers mentioning it by publication month, Nov 2023 to Oct 2026 (titles, abstracts and keywords; the full texts of earlier months are still being searched)
TrendNov 23–Oct 24Nov 24–Oct 25Nov 25–Oct 2636 months
136524

Papers per year#

2017: 0 papers2018: 0 papers2019: 3 papers2020: 0 papers2021: 1 paper2022: 2 papers2023: 6 papers2024: 13 papers2025: 6 papers2026 (so far): 4 papers
20172026 (so far)
Papers per publication year and category
Category2017201820192020202120222023202420252026 (so far)
AI00301261364
All categories00301261364

Where the papers come from#

Institutions with the most papers, since 2023
#InstitutionPapers
1Tsinghua University3
2Alibaba Group (China)2
3Beijing National Research Center for Information Science and Technology2
4State Key Laboratory of Intelligent Technology and Systems2
5University of Salerno2
6Alberta Machine Intelligence Institute1
7Ariel University1
8Beihang University1
9Beijing Information Science & Technology University1
10Brno University of Technology1
Countries with the most papers, since 2023
#CountryPapers
1China12
2France4
3United Kingdom4
4Canada3
5India3
6Italy3
7South Korea3
8Australia2
9Finland2
10Hong Kong2
Keywords with the most papers, since 2023
#KeywordPapers
1VoxCeleb7
2speaker embedding4
3speaker identification4
4speaker verification4
5diffusion models3
6face reenactment3
7self-supervised learning3
8Mel-frequency cepstral coefficients2
9cognitive robotics2
10contrastive learning2

Most-cited papers#

Most-cited papers since 2017
#CitationsPer monthTitleJournalPublishedAuthors
16637.8Voxceleb: Large-scale speaker verification in the wildComputer Speech & Language2019-10-16Arsha Nagrani, Joon Son Chung, Weidi Xie et al.
2642.0Deep Learning for Visual Speech Analysis: A SurveyIEEE Transactions on Pattern Analysis and Machine Intelligence2024-03-13Changchong Sheng, Gangyao Kuang, Liang Bai et al.
3602.9AttriDiffuser: Adversarially enhanced diffusion model for text-to-facial attribute image synthesisPattern Recognition2025-02-15Wenfeng Song, Zhongyong Ye, Meng Sun et al.
4440.5Voice Mimicry Attacks Assisted by Automatic Speaker VerificationComputer Speech & Language2019-06-12Ville Vestman, Tomi Kinnunen, Rosa González Hautamäki et al.
5421.6LIA: Latent Image AnimatorIEEE Transactions on Pattern Analysis and Machine Intelligence2024-08-23Yaohui Wang, Di Yang, François Brémond et al.

Archive counts by publication year: a paper counts when its title, abstract or keywords name the dataset, or when OpenAlex's full-text search finds it there (searched for the last 30 days' papers and, by a pass over the past years, for older ones). Names added to the list later are looked for in older papers as the archive is read again.

Used together with#

Papers use VoxCeleb most often with YouTube / TikTok (10), LibriSpeech (6) and Face recognition (LFW, CelebA, VGGFace2) (4); it has 6 partners in the code and data network, in the group around ImageNet, CIFAR-10 / CIFAR-100, MNIST / Fashion-MNIST. The whole network →

What papers use VoxCeleb together with (at least 3 papers; lift 1 = chance)
Used withTypePapers using bothLift
YouTube / TikTokDataset107.4
LibriSpeechDataset6134.4
Face recognition (LFW, CelebA, VGGFace2)Dataset418.5
ImageNetDataset31.7
Speech emotion (IEMOCAP, RAVDESS)Dataset325.6
TIMITDataset389.1
Cite this page

Scholar4AI. (2026). VoxCeleb. Journal and Conference Research Rankings. Retrieved November 5, 2026, from https://scholar4ai.com/datasets/voxceleb

@misc{scholar4ai-datasets-voxceleb,
  author = {{Scholar4AI}},
  title = {VoxCeleb},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/voxceleb}},
  urldate = {2026-11-05},
  note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

Free to reuse for non-commercial purposes with attribution (CC BY-NC 4.0).