mlsanityData to 7 Oct 2026

The Second DISPLACE Challenge : DIarization of SPeaker and LAnguage in Conversational Environments

arXiv 2406.09494 ↗First posted 13 Jun 2024eess.AS cs.LGcited by 4

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Abstract (arXiv)

The DIarization of SPeaker and LAnguage in Conversational Environments (DISPLACE) 2024 challenge is the second in the series of DISPLACE challenges, which involves tasks of speaker diarization (SD) and language diarization (LD) on a challenging multilingual conversational speech dataset. In the DISPLACE 2024 challenge, we also introduced the task of automatic speech recognition (ASR) on this dataset. The dataset containing 158 hours of speech, consisting of both supervised and unsupervised mono-channel far-field recordings, was released for LD and SD tracks. Further, 12 hours of close-field mono-channel recordings were provided for the ASR track conducted on 5 Indian languages. The details of the dataset, baseline systems and the leader board results are highlighted in this paper. We have also compared our baseline models and the team's performances on evaluation data of DISPLACE-2023 to emphasize the advancements made in this second version of the challenge.

Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 19 of its 36 references that are in the map. First posted on arXiv 13 Jun 2024.

Builds on

19 of 36 references.

References · 19

  1. 2022Robust Speech Recognition via Large-Scale Weak Supervisioncited by 3,972
  2. 2023Seamless: Multilingual Expressive and Streaming Speech Translationcited by 190
  3. 2020CHiME-6 Challenge:Tackling Multispeaker Speech Recognition for Unsegmented Recordingscited by 129
  4. 2020VoxLingua107: a Dataset for Spoken Language Recognitioncited by 118
  5. 2022Wespeaker: A Research and Production oriented Speaker Embedding Learning Toolkitcited by 92
  6. 2020Bayesian HMM clustering of x-vector sequences (VBx) in speaker diarization: theory, implementation and analysis on standard taskscited by 69
  7. 2021Multilingual and code-switching ASR challenges for low resource Indian languagescited by 50
  8. 2022Reducing Language confusion for Code-switching Speech Recognition with Token-level Language Diarizationcited by 28
  9. 2020VoxSRC 2020: The Second VoxCeleb Speaker Recognition Challengecited by 26
  10. 2023Language-Routing Mixture of Experts for Multilingual and Code-Switching Speech Recognitioncited by 26
  11. 2020MarbleNet: Deep 1D Time-Channel Separable Convolutional Neural Network for Voice Activity Detectioncited by 12
  12. 2022CCC-wav2vec 2.0: Clustering aided Cross Contrastive Self-supervised learning of speech representationscited by 11
7 more
  1. 2023MERLIon CCS Challenge: A English-Mandarin code-switching child-directed speech corpus for language identification and diarizationcited by 9
  2. 2020Deep Speaker Embeddings for Far-Field Speaker Recognition on Short Utterancescited by 8
  3. 2024PixIT: Joint Training of Speaker Diarization and Speech Separation from Real-world Multi-speaker Recordingscited by 8
  4. 2023DISPLACE Challenge: DIarization of SPeaker and LAnguage in Conversational Environmentscited by 6
  5. 2020FEARLESS STEPS Challenge (FS-2): Supervised Learning with Massive Naturalistic Apollo Datacited by 4
  6. 2023Summary of the DISPLACE Challenge 2023 - DIarization of SPeaker and LAnguage in Conversational Environmentscited by 4
  7. 2021Oriental Language Recognition (OLR) 2020: Summary and Analysiscited by 2

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 1; 2026: 3.

4 papers.

  1. 2025SAGE-LD: Towards Scalable and Generalizable End-to-End Language Diarization via Simulated Data Augmentationcited by 0
  2. 2026MUSCAT: MUltilingual, SCientific ConversATion Benchmarkcited by 0
  3. 2026Indic DiarBench: A Multilingual Joint Diarization and ASR Benchmark for Indian Languagescited by 0
  4. 2026MoLGE: Mixture of Language Group Experts for Efficient Scaling of Massively Multilingual Speech Recognitioncited by 0