Cross-modal Speaker Verification and Recognition: A Multilingual Perspective
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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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Citing papers per year: 2021: 1; 2022: 3; 2023: 5; 2024: 4; 2025: 6; 2026: 7.
26 papers.
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- 2021Fusion and Orthogonal Projection for Improved Face-Voice Associationcited by 29
- 2023Single-branch Network for Multimodal Trainingcited by 13
- 2023Speaker Recognition in Realistic Scenario Using Multimodal Datacited by 9
- 2025PAEFF: Precise Alignment and Enhanced Gated Feature Fusion for Face-Voice Associationcited by 9
- 2022Cross-Modal Perceptionist: Can Face Geometry be Gleaned from Voices?cited by 8
- 2022Unsupervised Voice-Face Representation Learning by Cross-Modal Prototype Contrastcited by 6
- 2025Face-voice Association in Multilingual Environments (FAME) 2026 Challenge Evaluation Plancited by 6
- 2025Linking Faces and Voices Across Languages: Insights from the FAME 2026 Challengecited by 5
- 2023Audio-Visual Speaker Verification via Joint Cross-Attentioncited by 4
- 2024Face-voice Association in Multilingual Environments (FAME) Challenge 2024 Evaluation Plancited by 4
- 2025FaceSpeak: Expressive and High-Quality Speech Synthesis from Human Portraits of Different Stylescited by 4
- 2022Learning Branched Fusion and Orthogonal Projection for Face-Voice Associationcited by 3
14 more
- 2023Audio Representation Learning by Distilling Video as Privileged Informationcited by 3
- 2023Rethinking Voice-Face Correlation: A Geometry Viewcited by 3
- 2024Listen Then See: Video Alignment with Speaker Attentioncited by 2
- 2024Exploring Robust Face-Voice Matching in Multilingual Environmentscited by 1
- 2024Contrastive Learning-based Chaining-Cluster for Multilingual Voice-Face Associationcited by 1
- 2025RFOP: Rethinking Fusion and Orthogonal Projection for Face-Voice Associationcited by 1
- 2025XM-ALIGN: Unified Cross-Modal Embedding Alignment for Face-Voice Associationcited by 1
- 2026Face-Voice Association with Inductive Bias for Maximum Class Separationcited by 1
- 2026POLY-SIM: Polyglot Speaker Identification with Missing Modality Grand Challenge 2026 Evaluation Plancited by 1
- 2026AMR: Adaptive Modality Routing for Multimodal Polyglot Speaker Identificationcited by 1
- 2026Disentangling Speaker and Language Effects in Cross-Lingual Speaker Verification for Iberian Languagescited by 0
- 2026Learning Speaker Identity Beyond Language and Modality Constraints: Insights from the POLY-SIM 2026 Challengecited by 0
- 2026Face and Voice Cross-modal Association with Learning Convex Feature Embeddingcited by 0
- 2026Face-voice Association across LAnguages and Gender (FLAG) 2027 Challenge Evaluation Plancited by 0
- 2026Face-voice Association across LAnguages and Gender (FLAG) 2027 Challenge Evaluation Plan15 Sep 2026
- 2026Face and Voice Cross-modal Association with Learning Convex Feature Embedding30 Jul 2026
- 2026Learning Speaker Identity Beyond Language and Modality Constraints: Insights from the POLY-SIM 2026 Challenge15 Jul 2026
- 2026Disentangling Speaker and Language Effects in Cross-Lingual Speaker Verification for Iberian Languages1 Jul 2026
- 2026AMR: Adaptive Modality Routing for Multimodal Polyglot Speaker Identification28 Jun 2026
- 2026POLY-SIM: Polyglot Speaker Identification with Missing Modality Grand Challenge 2026 Evaluation Plan25 Mar 2026
- 2026Face-Voice Association with Inductive Bias for Maximum Class Separation20 Jan 2026
- 2025Linking Faces and Voices Across Languages: Insights from the FAME 2026 Challenge23 Dec 2025
- 2025XM-ALIGN: Unified Cross-Modal Embedding Alignment for Face-Voice Association7 Dec 2025
- 2025RFOP: Rethinking Fusion and Orthogonal Projection for Face-Voice Association2 Dec 2025
- 2025Face-voice Association in Multilingual Environments (FAME) 2026 Challenge Evaluation Plan6 Aug 2025
- 2025PAEFF: Precise Alignment and Enhanced Gated Feature Fusion for Face-Voice Association22 May 2025
14 more
- 2025FaceSpeak: Expressive and High-Quality Speech Synthesis from Human Portraits of Different Styles2 Jan 2025
- 2024Contrastive Learning-based Chaining-Cluster for Multilingual Voice-Face Association4 Aug 2024
- 2024Exploring Robust Face-Voice Matching in Multilingual Environments29 Jul 2024
- 2024Listen Then See: Video Alignment with Speaker Attention21 Apr 2024
- 2024Face-voice Association in Multilingual Environments (FAME) Challenge 2024 Evaluation Plan14 Apr 2024
- 2023Audio-Visual Speaker Verification via Joint Cross-Attention28 Sep 2023
- 2023Rethinking Voice-Face Correlation: A Geometry View26 Jul 2023
- 2023Single-branch Network for Multimodal Training10 Mar 2023
- 2023Speaker Recognition in Realistic Scenario Using Multimodal Data25 Feb 2023
- 2023Audio Representation Learning by Distilling Video as Privileged Information6 Feb 2023
- 2022Learning Branched Fusion and Orthogonal Projection for Face-Voice Association22 Aug 2022
- 2022Unsupervised Voice-Face Representation Learning by Cross-Modal Prototype Contrast28 Apr 2022
- 2022Cross-Modal Perceptionist: Can Face Geometry be Gleaned from Voices?18 Mar 2022
- 2021Fusion and Orthogonal Projection for Improved Face-Voice Association20 Dec 2021
- 2021Fusion and Orthogonal Projection for Improved Face-Voice Associationcited by 29
- 2023Single-branch Network for Multimodal Trainingcited by 13
- 2023Speaker Recognition in Realistic Scenario Using Multimodal Datacited by 9
- 2025PAEFF: Precise Alignment and Enhanced Gated Feature Fusion for Face-Voice Associationcited by 9
- 2022Cross-Modal Perceptionist: Can Face Geometry be Gleaned from Voices?cited by 8
- 2022Unsupervised Voice-Face Representation Learning by Cross-Modal Prototype Contrastcited by 6
- 2025Face-voice Association in Multilingual Environments (FAME) 2026 Challenge Evaluation Plancited by 6
- 2025Linking Faces and Voices Across Languages: Insights from the FAME 2026 Challengecited by 5
- 2023Audio-Visual Speaker Verification via Joint Cross-Attentioncited by 4
- 2024Face-voice Association in Multilingual Environments (FAME) Challenge 2024 Evaluation Plancited by 4
- 2025FaceSpeak: Expressive and High-Quality Speech Synthesis from Human Portraits of Different Stylescited by 4
- 2022Learning Branched Fusion and Orthogonal Projection for Face-Voice Associationcited by 3
12 most cited of 26 All 26 (JSON)
- 2026Face-voice Association across LAnguages and Gender (FLAG) 2027 Challenge Evaluation Plan15 Sep 2026
- 2026Face and Voice Cross-modal Association with Learning Convex Feature Embedding30 Jul 2026
- 2026Learning Speaker Identity Beyond Language and Modality Constraints: Insights from the POLY-SIM 2026 Challenge15 Jul 2026
- 2026Disentangling Speaker and Language Effects in Cross-Lingual Speaker Verification for Iberian Languages1 Jul 2026
- 2026AMR: Adaptive Modality Routing for Multimodal Polyglot Speaker Identification28 Jun 2026
- 2026POLY-SIM: Polyglot Speaker Identification with Missing Modality Grand Challenge 2026 Evaluation Plan25 Mar 2026
- 2026Face-Voice Association with Inductive Bias for Maximum Class Separation20 Jan 2026
- 2025Linking Faces and Voices Across Languages: Insights from the FAME 2026 Challenge23 Dec 2025
- 2025XM-ALIGN: Unified Cross-Modal Embedding Alignment for Face-Voice Association7 Dec 2025
- 2025RFOP: Rethinking Fusion and Orthogonal Projection for Face-Voice Association2 Dec 2025
- 2025Face-voice Association in Multilingual Environments (FAME) 2026 Challenge Evaluation Plan6 Aug 2025
- 2025PAEFF: Precise Alignment and Enhanced Gated Feature Fusion for Face-Voice Association22 May 2025
12 newest of 26 All 26 (JSON)