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In this paper, we present ControlSpeech, a text-to-speech (TTS) system capable of fully cloning the speaker's voice and enabling arbitrary control and adjustment of speaking style.
Language models are few-shot learners
Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, et al. 2020 · 1901
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Conformer: Convolution-augmented transformer for speech recognition
Anmol Gulati, James Qin, Chung-Cheng Chiu, Niki Parmar, Yu Zhang, Jiahui Yu, Wei Han, Shibo Wang, Zhengdong Zhang, Yonghui Wu, et al. 2020 · 2005
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Deep mixture density networks for acoustic modeling in statistical parametric speech synthesis
Heiga Zen and Andrew Senior. 2014 · 2014
Earlier work this paper cites.
Montreal forced aligner: Trainable text-speech alignment using kaldi
Michael McAuliffe, Michaela Socolof, Sarah Mihuc, Michael Wagner, and Morgan Sonderegger. 2017 · 2017
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Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018 · 2018
Earlier work this paper cites.
tonyduan/mdn
Tony Duan. 2019 · 2019
Earlier work this paper cites.
Denoising diffusion probabilistic models
Jonathan Ho, Ajay Jain, and Pieter Abbeel. 2020 · 2020
Earlier work this paper cites.
Improving lpcnet-based text-to-speech with linear prediction-structured mixture density network
Min-Jae Hwang, Eunwoo Song, Ryuichi Yamamoto, Frank Soong, and Hong-Goo Kang. 2020 · 2020
Earlier work this paper cites.
Libri-light: A benchmark for asr with limited or no supervision
Jacob Kahn, Morgane Rivière, Weiyi Zheng, Evgeny Kharitonov, Qiantong Xu, Pierre-Emmanuel Mazaré, Julien Karadayi, Vitaliy Liptchinsky, Ronan Collobert, Christian Fuegen, et al. 2020 · 2020
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Glow-tts: A generative flow for text-to-speech via monotonic alignment search
Jaehyeon Kim, Sungwon Kim, Jungil Kong, and Sungroh Yoon. 2020 · 2020
Earlier work this paper cites.
Fastspeech 2: Fast and high-quality end-to-end text to speech
Yi Ren, Chenxu Hu, Xu Tan, Tao Qin, Sheng Zhao, Zhou Zhao, and Tie-Yan Liu. 2020 · 2020
Earlier work this paper cites.
Adaspeech: Adaptive text to speech for custom voice
Mingjian Chen, Xu Tan, Bohan Li, Yanqing Liu, Tao Qin, Sheng Zhao, and Tie-Yan Liu. 2021 · 2021
Earlier work this paper cites.
Phone-level prosody modelling with gmm-based mdn for diverse and controllable speech synthesis
Chenpeng Du and Kai Yu. 2021 · 2021
Earlier work this paper cites.
Conditional variational autoencoder with adversarial learning for end-to-end text-to-speech
Jaehyeon Kim, Jungil Kong, and Juhee Son. 2021 · 2021
Earlier work this paper cites.
Soundstream: An end-to-end neural audio codec
Neil Zeghidour, Alejandro Luebs, Ahmed Omran, Jan Skoglund, and Marco Tagliasacchi. 2021 · 2021
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Maskgit: Masked generative image transformer
Huiwen Chang, Han Zhang, Lu Jiang, Ce Liu, and William T Freeman. 2022 · 2022
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Wavlm: Large-scale self-supervised pre-training for full stack speech processing
Sanyuan Chen, Chengyi Wang, Zhengyang Chen, Yu Wu, Shujie Liu, Zhuo Chen, Jinyu Li, Naoyuki Kanda, Takuya Yoshioka, Xiong Xiao, et al. 2022 · 2022
Cited alongside, same era.
High fidelity neural audio compression
Alexandre Défossez, Jade Copet, Gabriel Synnaeve, and Yossi Adi. 2022 · 2022
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Bigvgan: A universal neural vocoder with large-scale training
Sang-gil Lee, Wei Ping, Boris Ginsburg, Bryan Catanzaro, and Sungroh Yoon. 2022 · 2022
Cited alongside, same era.
Phenaki: Variable length video generation from open domain textual description
Ruben Villegas, Mohammad Babaeizadeh, Pieter-Jan Kindermans, Hernan Moraldo, Han Zhang, Mohammad Taghi Saffar, Santiago Castro, Julius Kunze, and Dumitru Erhan. 2022 · 2022
Cited alongside, same era.
Llama: Open and efficient foundation language models
Hugo Touvron, Thibaut Lavril, Gautier Izacard, Xavier Martinet, Marie-Anne Lachaux, Timothée Lacroix, Baptiste Rozière, Naman Goyal, Eric Hambro, Faisal Azhar, et al. 2023 · 2023
Later among the works it cites.
Audiobox: Unified audio generation with natural language prompts
Apoorv Vyas, Bowen Shi, Matthew Le, Andros Tjandra, Yi-Chiao Wu, Baishan Guo, Jiemin Zhang, Xinyue Zhang, Robert Adkins, William Ngan, et al. 2023 · 2023
Later among the works it cites.
Neural codec language models are zero-shot text to speech synthesizers
Chengyi Wang, Sanyuan Chen, Yu Wu, Ziqiang Zhang, Long Zhou, Shujie Liu, Zhuo Chen, Yanqing Liu, Huaming Wang, Jinyu Li, et al. 2023 · 2023
Later among the works it cites.
Audiodec: An open-source streaming high-fidelity neural audio codec
Yi-Chiao Wu, Israel D Gebru, Dejan Marković, and Alexander Richard. 2023 · 2023
Later among the works it cites.
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Zalán Borsos, Matt Sharifi, Damien Vincent, Eugene Kharitonov, Neil Zeghidour, and Marco Tagliasacchi. 2023 · 2023
Cited alongside, same era.
Sparks of artificial general intelligence: Early experiments with gpt-4
Sébastien Bubeck, Varun Chandrasekaran, Ronen Eldan, Johannes Gehrke, Eric Horvitz, Ece Kamar, Peter Lee, Yin Tat Lee, Yuanzhi Li, Scott Lundberg, et al. 2023 · 2023
Cited alongside, same era.
Prompttts: Controllable text-to-speech with text descriptions
Zhifang Guo, Yichong Leng, Yihan Wu, Sheng Zhao, and Xu Tan. 2023 · 2023
Cited alongside, same era.
Make-a-voice: Unified voice synthesis with discrete representation
Rongjie Huang, Chunlei Zhang, Yongqi Wang, Dongchao Yang, Luping Liu, Zhenhui Ye, Ziyue Jiang, Chao Weng, Zhou Zhao, and Dong Yu. 2023 · 2023
Cited alongside, same era.
Textrolspeech: A text style control speech corpus with codec language text-to-speech models
Shengpeng Ji, Jialong Zuo, Minghui Fang, Ziyue Jiang, Feiyang Chen, Xinyu Duan, Baoxing Huai, and Zhou Zhao. 2023 · 2023
Cited alongside, same era.
Speak, read and prompt: High-fidelity text-to-speech with minimal supervision
Eugene Kharitonov, Damien Vincent, Zalán Borsos, Raphaël Marinier, Sertan Girgin, Olivier Pietquin, Matt Sharifi, Marco Tagliasacchi, and Neil Zeghidour. 2023 · 2023
Cited alongside, same era.
Voicebox: Text-guided multilingual universal speech generation at scale
Matthew Le, Apoorv Vyas, Bowen Shi, Brian Karrer, Leda Sari, Rashel Moritz, Mary Williamson, Vimal Manohar, Yossi Adi, Jay Mahadeokar, et al. 2023 · 2023
Cited alongside, same era.
Prompttts 2: Describing and generating voices with text prompt
Yichong Leng, Zhifang Guo, Kai Shen, Xu Tan, Zeqian Ju, Yanqing Liu, Yufei Liu, Dongchao Yang, Leying Zhang, Kaitao Song, et al. 2023 · 2023
Cited alongside, same era.
Sunghwan Ahn, Beom Jun Woo, Min Hyun Han, Chanyeong Moon, and Nam Soo Kim. 2024 · 2024
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Funcodec: A fundamental, reproducible and integrable open-source toolkit for neural speech codec
Zhihao Du, Shiliang Zhang, Kai Hu, and Siqi Zheng. 2024 · 2024
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Repcodec: A speech representation codec for speech tokenization
Zhichao Huang, Chutong Meng, and Tom Ko. 2024 · 2024
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Naturalspeech 3: Zero-shot speech synthesis with factorized codec and diffusion models
Zeqian Ju, Yuancheng Wang, Kai Shen, Xu Tan, Detai Xin, Dongchao Yang, Yanqing Liu, Yichong Leng, Kaitao Song, Siliang Tang, et al. 2024 · 2024
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P-flow: A fast and data-efficient zero-shot tts through speech prompting
Sungwon Kim, Kevin Shih, Joao Felipe Santos, Evelina Bakhturina, Mikyas Desta, Rafael Valle, Sungroh Yoon, Bryan Catanzaro, et al. 2024 · 2024
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High-fidelity audio compression with improved rvqgan
Rithesh Kumar, Prem Seetharaman, Alejandro Luebs, Ishaan Kumar, and Kundan Kumar. 2024 · 2024
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Single-codec: Single-codebook speech codec towards high-performance speech generation
Hanzhao Li, Liumeng Xue, Haohan Guo, Xinfa Zhu, Yuanjun Lv, Lei Xie, Yunlin Chen, Hao Yin, and Zhifei Li. 2024 · 2024
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Semanticodec: An ultra low bitrate semantic audio codec for general sound
Haohe Liu, Xuenan Xu, Yi Yuan, Mengyue Wu, Wenwu Wang, and Mark D Plumbley. 2024 · 2024
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Yu Pan, Lei Ma, and Jianjun Zhao. 2024 · 2024
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Fewer-token neural speech codec with time-invariant codes
Yong Ren, Tao Wang, Jiangyan Yi, Le Xu, Jianhua Tao, Chu Yuan Zhang, and Junzuo Zhou. 2024 · 2024
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Naturalspeech: End-to-end text-to-speech synthesis with human-level quality
Xu Tan, Jiawei Chen, Haohe Liu, Jian Cong, Chen Zhang, Yanqing Liu, Xi Wang, Yichong Leng, Yuanhao Yi, Lei He, et al. 2024 · 2024
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Speechtokenizer: Unified speech tokenizer for speech large language models
Xin Zhang, Dong Zhang, Shimin Li, Yaqian Zhou, and Xipeng Qiu. 2023 · 2024
Closest in time.