mlsanityData to 7 Oct 2026

Cross-modal Speaker Verification and Recognition: A Multilingual Perspective

arXiv 2004.13780 ↗First posted 28 Apr 2020cs.CV cs.CL cs.SDcited by 26

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Abstract (arXiv)

Recent years have seen a surge in finding association between faces and voices within a cross-modal biometric application along with speaker recognition. Inspired from this, we introduce a challenging task in establishing association between faces and voices across multiple languages spoken by the same set of persons. The aim of this paper is to answer two closely related questions: "Is face-voice association language independent?" and "Can a speaker be recognised irrespective of the spoken language?". These two questions are very important to understand effectiveness and to boost development of multilingual biometric systems. To answer them, we collected a Multilingual Audio-Visual dataset, containing human speech clips of 154 identities with 3 language annotations extracted from various videos uploaded online. Extensive experiments on the three splits of the proposed dataset have been performed to investigate and answer these novel research questions that clearly point out the relevance of the multilingual problem.

Key facts. Cited by 26 papers in the map (data through 7 Oct 2026). First posted on arXiv 28 Apr 2020.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 1; 2022: 3; 2023: 5; 2024: 4; 2025: 6; 2026: 7.

26 papers.

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  1. 2021Fusion and Orthogonal Projection for Improved Face-Voice Associationcited by 29
  2. 2023Single-branch Network for Multimodal Trainingcited by 13
  3. 2023Speaker Recognition in Realistic Scenario Using Multimodal Datacited by 9
  4. 2025PAEFF: Precise Alignment and Enhanced Gated Feature Fusion for Face-Voice Associationcited by 9
  5. 2022Cross-Modal Perceptionist: Can Face Geometry be Gleaned from Voices?cited by 8
  6. 2022Unsupervised Voice-Face Representation Learning by Cross-Modal Prototype Contrastcited by 6
  7. 2025Face-voice Association in Multilingual Environments (FAME) 2026 Challenge Evaluation Plancited by 6
  8. 2025Linking Faces and Voices Across Languages: Insights from the FAME 2026 Challengecited by 5
  9. 2023Audio-Visual Speaker Verification via Joint Cross-Attentioncited by 4
  10. 2024Face-voice Association in Multilingual Environments (FAME) Challenge 2024 Evaluation Plancited by 4
  11. 2025FaceSpeak: Expressive and High-Quality Speech Synthesis from Human Portraits of Different Stylescited by 4
  12. 2022Learning Branched Fusion and Orthogonal Projection for Face-Voice Associationcited by 3
14 more
  1. 2023Audio Representation Learning by Distilling Video as Privileged Informationcited by 3
  2. 2023Rethinking Voice-Face Correlation: A Geometry Viewcited by 3
  3. 2024Listen Then See: Video Alignment with Speaker Attentioncited by 2
  4. 2024Exploring Robust Face-Voice Matching in Multilingual Environmentscited by 1
  5. 2024Contrastive Learning-based Chaining-Cluster for Multilingual Voice-Face Associationcited by 1
  6. 2025RFOP: Rethinking Fusion and Orthogonal Projection for Face-Voice Associationcited by 1
  7. 2025XM-ALIGN: Unified Cross-Modal Embedding Alignment for Face-Voice Associationcited by 1
  8. 2026Face-Voice Association with Inductive Bias for Maximum Class Separationcited by 1
  9. 2026POLY-SIM: Polyglot Speaker Identification with Missing Modality Grand Challenge 2026 Evaluation Plancited by 1
  10. 2026AMR: Adaptive Modality Routing for Multimodal Polyglot Speaker Identificationcited by 1
  11. 2026Disentangling Speaker and Language Effects in Cross-Lingual Speaker Verification for Iberian Languagescited by 0
  12. 2026Learning Speaker Identity Beyond Language and Modality Constraints: Insights from the POLY-SIM 2026 Challengecited by 0
  13. 2026Face and Voice Cross-modal Association with Learning Convex Feature Embeddingcited by 0
  14. 2026Face-voice Association across LAnguages and Gender (FLAG) 2027 Challenge Evaluation Plancited by 0