mlsanityData to 7 Oct 2026

The SpeakIn System for VoxCeleb Speaker Recognition Challange 2021

arXiv 2109.01989 ↗First posted 5 Sep 2021cs.SD eess.AScited by 20

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Abstract (arXiv)

This report describes our submission to the track 1 and track 2 of the VoxCeleb Speaker Recognition Challenge 2021 (VoxSRC 2021). Both track 1 and track 2 share the same speaker verification system, which only uses VoxCeleb2-dev as our training set. This report explores several parts, including data augmentation, network structures, domain-based large margin fine-tuning, and back-end refinement. Our system is a fusion of 9 models and achieves first place in these two tracks of VoxSRC 2021. The minDCF of our submission is 0.1034, and the corresponding EER is 1.8460%.

Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 5 Sep 2021.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 1; 2022: 8; 2023: 3; 2024: 5; 2025: 2; 2026: 1.

20 papers.

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  1. 2021WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processingcited by 1,609
  2. 2022Why does Self-Supervised Learning for Speech Recognition Benefit Speaker Recognition?cited by 27
  3. 2024ESPnet-SPK: full pipeline speaker embedding toolkit with reproducible recipes, self-supervised front-ends, and off-the-shelf modelscited by 22
  4. 2024The VoxCeleb Speaker Recognition Challenge: A Retrospectivecited by 9
  5. 2022Learning Lip-Based Audio-Visual Speaker Embeddings with AV-HuBERTcited by 8
  6. 2023VoxSRC 2022: The Fourth VoxCeleb Speaker Recognition Challengecited by 8
  7. 2022The SpeakIn Speaker Verification System for Far-Field Speaker Verification Challenge 2022cited by 3
  8. 2023UNISOUND System for VoxCeleb Speaker Recognition Challenge 2023cited by 3
  9. 2022Probabilistic Spherical Discriminant Analysis: An Alternative to PLDA for length-normalized embeddingscited by 2
  10. 2022The ReturnZero System for VoxCeleb Speaker Recognition Challenge 2022cited by 1
  11. 2023DS-TDNN: Dual-stream Time-delay Neural Network with Global-aware Filter for Speaker Verificationcited by 1
  12. 2024To what extent can ASV systems naturally defend against spoofing attacks?cited by 1
8 more
  1. 2025Interpolating Speaker Identities in Embedding Space for Data Expansioncited by 1
  2. 2026AMR: Adaptive Modality Routing for Multimodal Polyglot Speaker Identificationcited by 1
  3. 2022The SpeakIn System Description for CNSRC2022cited by 0
  4. 2022THUEE system description for NIST 2020 SRE CTS challengecited by 0
  5. 2022Toroidal Probabilistic Spherical Discriminant Analysiscited by 0
  6. 2024Efficient Multi-Model Fusion with Adversarial Complementary Representation Learningcited by 0
  7. 2024Memory-Efficient Training for Text-Dependent SV with Independent Pre-trained Modelscited by 0
  8. 2025Geolocation-Aware Robust Spoken Language Identificationcited by 0