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CSS10: A Collection of Single Speaker Speech Datasets for 10 Languages

arXiv 1903.11269 ↗First posted 27 Mar 2019cs.CLcited by 54

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Abstract (arXiv)

We describe our development of CSS10, a collection of single speaker speech datasets for ten languages. It is composed of short audio clips from LibriVox audiobooks and their aligned texts. To validate its quality we train two neural text-to-speech models on each dataset. Subsequently, we conduct Mean Opinion Score tests on the synthesized speech samples. We make our datasets, pre-trained models, and test resources publicly available. We hope they will be used for future speech tasks.

Key facts. Cited by 54 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Mar 2019.

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Citing papers per year: 2021: 14; 2022: 14; 2023: 7; 2024: 11; 2025: 1; 2026: 7.

54 papers.

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  1. 2021A Survey on Neural Speech Synthesiscited by 182
  2. 2021Textless Speech-to-Speech Translation on Real Datacited by 121
  3. 2021Neural Analysis and Synthesis: Reconstructing Speech from Self-Supervised Representationscited by 81
  4. 2022UnitY: Two-pass Direct Speech-to-speech Translation with Discrete Unitscited by 60
  5. 2022SpeechMatrix: A Large-Scale Mined Corpus of Multilingual Speech-to-Speech Translationscited by 35
  6. 2021SwissDial: Parallel Multidialectal Corpus of Spoken Swiss Germancited by 25
  7. 2022Language-Agnostic Meta-Learning for Low-Resource Text-to-Speech with Articulatory Featurescited by 20
  8. 2022Face-Dubbing++: Lip-Synchronous, Voice Preserving Translation of Videoscited by 18
  9. 2022BLASER: A Text-Free Speech-to-Speech Translation Evaluation Metriccited by 16
  10. 2022Low-Resource Multilingual and Zero-Shot Multispeaker TTScited by 15
  11. 2021HUI-Audio-Corpus-German: A high quality TTS datasetcited by 14
  12. 2022Unsupervised Text-to-Speech Synthesis by Unsupervised Automatic Speech Recognitioncited by 14
38 more
  1. 2022Exact Prosody Cloning in Zero-Shot Multispeaker Text-to-Speechcited by 13
  2. 2024MOSEL: 950,000 Hours of Speech Data for Open-Source Speech Foundation Model Training on EU Languagescited by 13
  3. 2023Textless Unit-to-Unit training for Many-to-Many Multilingual Speech-to-Speech Translationcited by 11
  4. 2021Assessing Evaluation Metrics for Speech-to-Speech Translationcited by 10
  5. 2022ASR data augmentation in low-resource settings using cross-lingual multi-speaker TTS and cross-lingual voice conversioncited by 10
  6. 2023Learning to Speak from Text: Zero-Shot Multilingual Text-to-Speech with Unsupervised Text Pretrainingcited by 10
  7. 2024Meta Learning Text-to-Speech Synthesis in over 7000 Languagescited by 9
  8. 2021Finnish Dialect Identification: The Effect of Audio and Textcited by 8
  9. 2021Scribosermo: Fast Speech-to-Text models for German and other Languagescited by 7
  10. 2023EMNS /Imz/ Corpus: An emotive single-speaker dataset for narrative storytelling in games, television and graphic novelscited by 7
  11. 2024Towards Quantifying and Reducing Language Mismatch Effects in Cross-Lingual Speech Anti-Spoofingcited by 7
  12. 2021Review of end-to-end speech synthesis technology based on deep learningcited by 6
  13. 2021Continual Speaker Adaptation for Text-to-Speech Synthesiscited by 5
  14. 2021A Toolbox for Construction and Analysis of Speech Datasetscited by 5
  15. 2022PoeticTTS -- Controllable Poetry Reading for Literary Studiescited by 5
  16. 2023Multilingual Speech-to-Speech Translation into Multiple Target Languagescited by 5
  17. 2023SelfVC: Voice Conversion With Iterative Refinement using Self Transformationscited by 5
  18. 2024The Greek podcast corpus: Competitive speech models for low-resourced languages with weakly supervised datacited by 4
  19. 2021On Prosody Modeling for ASR+TTS based Voice Conversioncited by 3
  20. 2021From Start to Finish: Latency Reduction Strategies for Incremental Speech Synthesis in Simultaneous Speech-to-Speech Translationcited by 3
  21. 2022Acoustic Modeling for End-to-End Empathetic Dialogue Speech Synthesis Using Linguistic and Prosodic Contexts of Dialogue Historycited by 3
  22. 2024A multilingual training strategy for low resource Text to Speechcited by 3
  23. 2021Towards Lifelong Learning of Multilingual Text-To-Speech Synthesiscited by 2
  24. 2023Strategies in Transfer Learning for Low-Resource Speech Synthesis: Phone Mapping, Features Input, and Source Language Selectioncited by 2
  25. 2024A Pilot Study of GSLM-based Simulation of Foreign Accentuation Only Using Native Speech Corporacited by 2
  26. 2025Analysing the Language of Neural Audio Codecscited by 2
  27. 2022Few-Shot Cross-Lingual TTS Using Transferable Phoneme Embeddingcited by 1
  28. 2022IMaSC -- ICFOSS Malayalam Speech Corpuscited by 1
  29. 2023Controllable Generation of Artificial Speaker Embeddings through Discovery of Principal Directionscited by 1
  30. 2024Fine-grained Speech Sentiment Analysis in Chinese Psychological Support Hotlines Based on Large-scale Pre-trained Modelcited by 1
  31. 2024Leveraging Parameter-Efficient Transfer Learning for Multi-Lingual Text-to-Speech Adaptationcited by 1
  32. 2026Do Neural Codecs Generalize? A Controlled Study Across Unseen Languages and Non-Speech Taskscited by 1
  33. 2026Alethia: A Foundational Encoder for Voice Deepfakescited by 1
  34. 2026MOTOR-Bench: A Real-world Dataset and Multi-agent Framework for Zero-shot Human Mental State Understandingcited by 1
  35. 2026OpenBibleTTS: Large-Scale Speech Resources and TTS Models for Low-Resource Languagescited by 1
  36. 2026Phrase-Localized Language-Contrastive Guidance: Training-Free Localized Accent Control for Code-Switching Text-to-Speechcited by 1
  37. 2022German Phoneme Recognition with Text-to-Phoneme Data Augmentationcited by 0
  38. 2024Maximizing Data Efficiency for Cross-Lingual TTS Adaptation by Self-Supervised Representation Mixing and Embedding Initializationcited by 0

50 most cited of 54 All 54 (JSON)