mlsanityData to 7 Oct 2026

Clova Baseline System for the VoxCeleb Speaker Recognition Challenge 2020

arXiv 2009.14153 ↗First posted 29 Sep 2020eess.AS cs.SDcited by 36

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Abstract (arXiv)

This report describes our submission to the VoxCeleb Speaker Recognition Challenge (VoxSRC) at Interspeech 2020. We perform a careful analysis of speaker recognition models based on the popular ResNet architecture, and train a number of variants using a range of loss functions. Our results show significant improvements over most existing works without the use of model ensemble or post-processing. We release the training code and pre-trained models as unofficial baselines for this year's challenge.

Key facts. Cited by 36 papers in the map (data through 7 Oct 2026). First posted on arXiv 29 Sep 2020.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 6; 2022: 12; 2023: 5; 2024: 7; 2025: 4; 2026: 2.

36 papers.

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  1. 2021YourTTS: Towards Zero-Shot Multi-Speaker TTS and Zero-Shot Voice Conversion for everyonecited by 277
  2. 2024XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Modelcited by 174
  3. 2022Audio-Visual Person-of-Interest DeepFake Detectioncited by 43
  4. 2022Bias in Automated Speaker Recognitioncited by 20
  5. 2025NanoCodec: Towards High-Quality Ultra Fast Speech LLM Inferencecited by 14
  6. 2022Deepfake audio detection by speaker verificationcited by 11
  7. 2022Transfer Learning Framework for Low-Resource Text-to-Speech using a Large-Scale Unlabeled Speech Corpuscited by 10
  8. 2022ASR data augmentation in low-resource settings using cross-lingual multi-speaker TTS and cross-lingual voice conversioncited by 10
  9. 2022Frequency and Multi-Scale Selective Kernel Attention for Speaker Verificationcited by 10
  10. 2021Three-class Overlapped Speech Detection using a Convolutional Recurrent Neural Networkcited by 8
  11. 2023Towards single integrated spoofing-aware speaker verification embeddingscited by 7
  12. 2024USAT: A Universal Speaker-Adaptive Text-to-Speech Approachcited by 6
24 more
  1. 2022Multi-Frequency Information Enhanced Channel Attention Module for Speaker Representation Learningcited by 5
  2. 2021Adapting Speaker Embeddings for Speaker Diarisationcited by 4
  3. 2022Contrastive-mixup learning for improved speaker verificationcited by 4
  4. 2023Vulnerability of Automatic Identity Recognition to Audio-Visual Deepfakescited by 4
  5. 2024SF-Speech: Straightened Flow for Zero-Shot Voice Clonecited by 4
  6. 2025Voice Cloning: Comprehensive Surveycited by 4
  7. 2021EfficientTDNN: Efficient Architecture Search for Speaker Recognitioncited by 3
  8. 2022Magnitude-aware Probabilistic Speaker Embeddingscited by 3
  9. 2022Design Guidelines for Inclusive Speaker Verification Evaluation Datasetscited by 3
  10. 2021SVEva Fair: A Framework for Evaluating Fairness in Speaker Verificationcited by 2
  11. 2022Adversarial Speaker Distillation for Countermeasure Model on Automatic Speaker Verificationcited by 2
  12. 2023Evaluation of Speech Representations for MOS predictioncited by 2
  13. 2024Asynchronous Voice Anonymization Using Adversarial Perturbation On Speaker Embeddingcited by 2
  14. 2026Scores Know Bobs Voice: Speaker Impersonation Attackcited by 2
  15. 2022The ReturnZero System for VoxCeleb Speaker Recognition Challenge 2022cited by 1
  16. 2023Probabilistic Back-ends for Online Speaker Recognition and Clusteringcited by 1
  17. 2024Zero-Shot Text-to-Speech as Golden Speech Generator: A Systematic Framework and its Applicability in Automatic Pronunciation Assessmentcited by 1
  18. 2025RESOUND: Speech Reconstruction from Silent Videos via Acoustic-Semantic Decomposed Modelingcited by 1
  19. 2021Sparsely Overlapped Speech Training in the Time Domain: Joint Learning of Target Speech Separation and Personal VAD Benefitscited by 0
  20. 2023An analysis on the effects of speaker embedding choice in non auto-regressive TTScited by 0
  21. 2024VoxHakka: A Dialectally Diverse Multi-speaker Text-to-Speech System for Taiwanese Hakkacited by 0
  22. 2024Text Prompt is Not Enough: Sound Event Enhanced Prompt Adapter for Target Style Audio Generationcited by 0
  23. 2025RoVo: Robust Voice Protection Against Unauthorized Speech Synthesis with Embedding-Level Perturbationscited by 0
  24. 2026Your Voice Cloning System is Secretly a Voice Anonymizercited by 0