VoxSRC 2020: The Second VoxCeleb Speaker Recognition Challenge
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Abstract (arXiv)
We held the second installment of the VoxCeleb Speaker Recognition Challenge in conjunction with Interspeech 2020. The goal of this challenge was to assess how well current speaker recognition technology is able to diarise and recognize speakers in unconstrained or `in the wild' data. It consisted of: (i) a publicly available speaker recognition and diarisation dataset from YouTube videos together with ground truth annotation and standardised evaluation software; and (ii) a virtual public challenge and workshop held at Interspeech 2020. This paper outlines the challenge, and describes the baselines, methods used, and results. We conclude with a discussion of the progress over the first installment of the challenge.
Key facts. Cited by 26 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Dec 2020.
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Citing papers per year: 2021: 8; 2022: 7; 2023: 4; 2024: 6; 2025: 1.
26 papers.
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- 2021A Review of Speaker Diarization: Recent Advances with Deep Learningcited by 122
- 2022Bias in Automated Speaker Recognitioncited by 20
- 2021A Comparative Study of Modular and Joint Approaches for Speaker-Attributed ASR on Monaural Long-Form Audiocited by 10
- 2024The VoxCeleb Speaker Recognition Challenge: A Retrospectivecited by 9
- 2023VoxSRC 2022: The Fourth VoxCeleb Speaker Recognition Challengecited by 8
- 2022Target Speaker Voice Activity Detection with Transformers and Its Integration with End-to-End Neural Diarizationcited by 7
- 2025SVeritas: Benchmark for Robust Speaker Verification under Diverse Conditionscited by 6
- 2023Summary of the DISPLACE Challenge 2023 - DIarization of SPeaker and LAnguage in Conversational Environmentscited by 4
- 2024The Second DISPLACE Challenge : DIarization of SPeaker and LAnguage in Conversational Environmentscited by 4
- 2021MultiSV: Dataset for Far-Field Multi-Channel Speaker Verificationcited by 3
- 2022Design Guidelines for Inclusive Speaker Verification Evaluation Datasetscited by 3
- 2023End-to-end Multichannel Speaker-Attributed ASR: Speaker Guided Decoder and Input Feature Analysiscited by 3
14 more
- 2024Audio-Visual Person Verification based on Recursive Fusion of Joint Cross-Attentioncited by 3
- 2024Dynamic Cross Attention for Audio-Visual Person Verificationcited by 3
- 2024Improving Speaker Assignment in Speaker-Attributed ASR for Real Meeting Applicationscited by 3
- 2021SVEva Fair: A Framework for Evaluating Fairness in Speaker Verificationcited by 2
- 2021CS-Rep: Making Speaker Verification Networks Embracing Re-parameterizationcited by 2
- 2022LMD: A Learnable Mask Network to Detect Adversarial Examples for Speaker Verificationcited by 2
- 2021The JHU submission to VoxSRC-21: Track 3cited by 1
- 2021Inclusive Speaker Verification with Adaptive thresholdingcited by 1
- 2022Training speaker recognition systems with limited datacited by 1
- 2022High-resolution embedding extractor for speaker diarisationcited by 1
- 2021Advancing the dimensionality reduction of speaker embeddings for speaker diarisation: disentangling noise and informing speech activitycited by 0
- 2022Investigation of Different Calibration Methods for Deep Speaker Embedding based Verification Systemscited by 0
- 2023Ordered and Binary Speaker Embeddingcited by 0
- 2024From Modular to End-to-End Speaker Diarizationcited by 0
- 2025SVeritas: Benchmark for Robust Speaker Verification under Diverse Conditions21 Sep 2025
- 2024The VoxCeleb Speaker Recognition Challenge: A Retrospective27 Aug 2024
- 2024From Modular to End-to-End Speaker Diarization27 Jun 2024
- 2024The Second DISPLACE Challenge : DIarization of SPeaker and LAnguage in Conversational Environments13 Jun 2024
- 2024Improving Speaker Assignment in Speaker-Attributed ASR for Real Meeting Applications11 Mar 2024
- 2024Dynamic Cross Attention for Audio-Visual Person Verification7 Mar 2024
- 2024Audio-Visual Person Verification based on Recursive Fusion of Joint Cross-Attention7 Mar 2024
- 2023Summary of the DISPLACE Challenge 2023 - DIarization of SPeaker and LAnguage in Conversational Environments21 Nov 2023
- 2023End-to-end Multichannel Speaker-Attributed ASR: Speaker Guided Decoder and Input Feature Analysis16 Oct 2023
- 2023Ordered and Binary Speaker Embedding25 May 2023
- 2023VoxSRC 2022: The Fourth VoxCeleb Speaker Recognition Challenge20 Feb 2023
- 2022High-resolution embedding extractor for speaker diarisation8 Nov 2022
14 more
- 2022LMD: A Learnable Mask Network to Detect Adversarial Examples for Speaker Verification2 Nov 2022
- 2022Target Speaker Voice Activity Detection with Transformers and Its Integration with End-to-End Neural Diarization27 Aug 2022
- 2022Design Guidelines for Inclusive Speaker Verification Evaluation Datasets5 Apr 2022
- 2022Investigation of Different Calibration Methods for Deep Speaker Embedding based Verification Systems28 Mar 2022
- 2022Training speaker recognition systems with limited data28 Mar 2022
- 2022Bias in Automated Speaker Recognition24 Jan 2022
- 2021MultiSV: Dataset for Far-Field Multi-Channel Speaker Verification11 Nov 2021
- 2021Inclusive Speaker Verification with Adaptive thresholding10 Nov 2021
- 2021CS-Rep: Making Speaker Verification Networks Embracing Re-parameterization26 Oct 2021
- 2021Advancing the dimensionality reduction of speaker embeddings for speaker diarisation: disentangling noise and informing speech activity7 Oct 2021
- 2021The JHU submission to VoxSRC-21: Track 328 Sep 2021
- 2021SVEva Fair: A Framework for Evaluating Fairness in Speaker Verification26 Jul 2021
- 2021A Comparative Study of Modular and Joint Approaches for Speaker-Attributed ASR on Monaural Long-Form Audio6 Jul 2021
- 2021A Review of Speaker Diarization: Recent Advances with Deep Learning24 Jan 2021
- 2021A Review of Speaker Diarization: Recent Advances with Deep Learningcited by 122
- 2022Bias in Automated Speaker Recognitioncited by 20
- 2021A Comparative Study of Modular and Joint Approaches for Speaker-Attributed ASR on Monaural Long-Form Audiocited by 10
- 2024The VoxCeleb Speaker Recognition Challenge: A Retrospectivecited by 9
- 2023VoxSRC 2022: The Fourth VoxCeleb Speaker Recognition Challengecited by 8
- 2022Target Speaker Voice Activity Detection with Transformers and Its Integration with End-to-End Neural Diarizationcited by 7
- 2025SVeritas: Benchmark for Robust Speaker Verification under Diverse Conditionscited by 6
- 2023Summary of the DISPLACE Challenge 2023 - DIarization of SPeaker and LAnguage in Conversational Environmentscited by 4
- 2024The Second DISPLACE Challenge : DIarization of SPeaker and LAnguage in Conversational Environmentscited by 4
- 2021MultiSV: Dataset for Far-Field Multi-Channel Speaker Verificationcited by 3
- 2022Design Guidelines for Inclusive Speaker Verification Evaluation Datasetscited by 3
- 2023End-to-end Multichannel Speaker-Attributed ASR: Speaker Guided Decoder and Input Feature Analysiscited by 3
12 most cited of 26 All 26 (JSON)
- 2025SVeritas: Benchmark for Robust Speaker Verification under Diverse Conditions21 Sep 2025
- 2024The VoxCeleb Speaker Recognition Challenge: A Retrospective27 Aug 2024
- 2024From Modular to End-to-End Speaker Diarization27 Jun 2024
- 2024The Second DISPLACE Challenge : DIarization of SPeaker and LAnguage in Conversational Environments13 Jun 2024
- 2024Improving Speaker Assignment in Speaker-Attributed ASR for Real Meeting Applications11 Mar 2024
- 2024Dynamic Cross Attention for Audio-Visual Person Verification7 Mar 2024
- 2024Audio-Visual Person Verification based on Recursive Fusion of Joint Cross-Attention7 Mar 2024
- 2023Summary of the DISPLACE Challenge 2023 - DIarization of SPeaker and LAnguage in Conversational Environments21 Nov 2023
- 2023End-to-end Multichannel Speaker-Attributed ASR: Speaker Guided Decoder and Input Feature Analysis16 Oct 2023
- 2023Ordered and Binary Speaker Embedding25 May 2023
- 2023VoxSRC 2022: The Fourth VoxCeleb Speaker Recognition Challenge20 Feb 2023
- 2022High-resolution embedding extractor for speaker diarisation8 Nov 2022
12 newest of 26 All 26 (JSON)