mlsanityData to 7 Oct 2026

SpeechPainter: Text-conditioned Speech Inpainting

arXiv 2202.07273 ↗First posted 15 Feb 2022cs.SD cs.LG eess.AScited by 17

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Abstract (arXiv)

We propose SpeechPainter, a model for filling in gaps of up to one second in speech samples by leveraging an auxiliary textual input. We demonstrate that the model performs speech inpainting with the appropriate content, while maintaining speaker identity, prosody and recording environment conditions, and generalizing to unseen speakers. Our approach significantly outperforms baselines constructed using adaptive TTS, as judged by human raters in side-by-side preference and MOS tests.

Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). Builds on 18 of its 27 references that are in the map. First posted on arXiv 15 Feb 2022.

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18 of 27 references.

References · 18

  1. 2017Attention Is All You Needcited by 59,932
  2. 2014Adam: A Method for Stochastic Optimizationcited by 36,960
  3. 2016Layer Normalizationcited by 5,579
  4. 2020HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesiscited by 1,139
  5. 2021Perceiver: General Perception with Iterative Attentioncited by 1,089
  6. 2021SoundStream: An End-to-End Neural Audio Codeccited by 756
  7. 2019LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speechcited by 639
  8. 2021Perceiver IO: A General Architecture for Structured Inputs & Outputscited by 616
  9. 2015Autoencoding beyond pixels using a learned similarity metriccited by 407
  10. 2019MelGAN: Generative Adversarial Networks for Conditional Waveform Synthesiscited by 351
  11. 2018Towards End-to-End Prosody Transfer for Expressive Speech Synthesis with Tacotroncited by 171
  12. 2018Hierarchical Generative Modeling for Controllable Speech Synthesiscited by 93
6 more
  1. 2021Meta-StyleSpeech : Multi-Speaker Adaptive Text-to-Speech Generationcited by 93
  2. 2018VoiceFilter: Targeted Voice Separation by Speaker-Conditioned Spectrogram Maskingcited by 72
  3. 2017Audio-Visual Speech Enhancement Using Multimodal Deep Convolutional Neural Networkscited by 36
  4. 2020SEANet: A Multi-modal Speech Enhancement Networkcited by 35
  5. 2021EditSpeech: A Text Based Speech Editing System Using Partial Inference and Bidirectional Fusioncited by 31
  6. 2020Audio-Visual Speech Inpainting with Deep Learningcited by 10

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Citing papers per year: 2023: 7; 2024: 4; 2025: 5; 2026: 1.

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