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The ins and outs of speaker recognition: lessons from VoxSRC 2020

arXiv 2010.15809 ↗First posted 29 Oct 2020cs.SD eess.AScited by 21

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Abstract (arXiv)

The VoxCeleb Speaker Recognition Challenge (VoxSRC) at Interspeech 2020 offers a challenging evaluation for speaker recognition systems, which includes celebrities playing different parts in movies. The goal of this work is robust speaker recognition of utterances recorded in these challenging environments. We utilise variants of the popular ResNet architecture for speaker recognition and perform extensive experiments using a range of loss functions and training parameters. To this end, we optimise an efficient training framework that allows powerful models to be trained with limited time and resources. Our trained models demonstrate improvements over most existing works with lighter models and a simple pipeline. The paper shares the lessons learned from our participation in the challenge.

Key facts. Cited by 21 papers in the map (data through 7 Oct 2026). First posted on arXiv 29 Oct 2020.

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Citing papers per year: 2021: 2; 2022: 2; 2023: 12; 2024: 3; 2025: 2.

21 papers.

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  1. 2023DDDM-VC: Decoupled Denoising Diffusion Models with Disentangled Representation and Prior Mixup for Verified Robust Voice Conversioncited by 38
  2. 2023HierSpeech++: Bridging the Gap between Semantic and Acoustic Representation of Speech by Hierarchical Variational Inference for Zero-shot Speech Synthesiscited by 35
  3. 2023Diff-HierVC: Diffusion-based Hierarchical Voice Conversion with Robust Pitch Generation and Masked Prior for Zero-shot Speaker Adaptationcited by 30
  4. 2024EmoSphere-TTS: Emotional Style and Intensity Modeling via Spherical Emotion Vector for Controllable Emotional Text-to-Speechcited by 23
  5. 2022MFA: TDNN with Multi-scale Frequency-channel Attention for Text-independent Speaker Verification with Short Utterancescited by 12
  6. 2023Disentangling Voice and Content with Self-Supervision for Speaker Recognitioncited by 10
  7. 2023HierVST: Hierarchical Adaptive Zero-shot Voice Style Transfercited by 9
  8. 2024The VoxCeleb Speaker Recognition Challenge: A Retrospectivecited by 9
  9. 2023VoxSRC 2022: The Fourth VoxCeleb Speaker Recognition Challengecited by 8
  10. 2023Towards single integrated spoofing-aware speaker verification embeddingscited by 7
  11. 2021Multi-scale speaker embedding-based graph attention networks for speaker diarisationcited by 6
  12. 2024Singer Identity Representation Learning using Self-Supervised Techniquescited by 6
9 more
  1. 2021Adapting Speaker Embeddings for Speaker Diarisationcited by 4
  2. 2023t-EER: Parameter-Free Tandem Evaluation of Countermeasures and Biometric Comparatorscited by 3
  3. 2023Residual Information in Deep Speaker Embedding Architecturescited by 2
  4. 2023A Study on Bias and Fairness In Deep Speaker Recognitioncited by 2
  5. 2025LASPA: Language Agnostic Speaker Disentanglement with Prefix-Tuned Cross-Attentioncited by 2
  6. 2022The ReturnZero System for VoxCeleb Speaker Recognition Challenge 2022cited by 1
  7. 2023Interpretable Spectrum Transformation Attacks to Speaker Recognitioncited by 0
  8. 2023Voxceleb-ESP: preliminary experiments detecting Spanish celebrities from their voicescited by 0
  9. 2025SEED: Speaker Embedding Enhancement Diffusion Modelcited by 0