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With the rapid advancement in deep generative models, recent neural Text-To-Speech(TTS) models have succeeded in synthesizing human-like speech. There have been some efforts to generate speech with various prosody beyond monotonous prosody…

音频与语音处理 · 电气工程与系统科学 2023-10-24 Seongho Joo , Hyukhun Koh , Kyomin Jung

While prompt-based text-to-speech (TTS) models enable natural language-driven speaking style control, they often provide limited fine-grained control and apply a single global style across an utterance. This restricts practical use cases…

计算与语言 · 计算机科学 2026-05-28 Jaehoon Kang , Yejin Lee , Yoonji Park , Kyuhong Shim

Controllable TTS models with natural language prompts often lack the ability for fine-grained control and face a scarcity of high-quality data. We propose a two-stage style-controllable TTS system with language models, utilizing a quantized…

多媒体 · 计算机科学 2025-06-04 Yongqi Wang , Chunlei Zhang , Hangting Chen , Zhou Zhao , Dong Yu

Although text-to-speech (TTS) systems have significantly improved, most TTS systems still have limitations in synthesizing speech with appropriate phrasing. For natural speech synthesis, it is important to synthesize the speech with a…

音频与语音处理 · 电气工程与系统科学 2023-06-14 Ji-Sang Hwang , Sang-Hoon Lee , Seong-Whan Lee

Zero-shot Text-To-Speech (TTS) synthesis shows great promise for personalized voice customization through voice cloning. However, current methods for achieving zero-shot TTS heavily rely on large model scales and extensive training datasets…

声音 · 计算机科学 2025-01-16 Qianniu Chen , Xiaoyang Hao , Bowen Li , Yue Liu , Li Lu

Emotional Text-To-Speech (TTS) is an important task in the development of systems (e.g., human-like dialogue agents) that require natural and emotional speech. Existing approaches, however, only aim to produce emotional TTS for seen…

声音 · 计算机科学 2023-05-24 Minki Kang , Wooseok Han , Sung Ju Hwang , Eunho Yang

Expressive text-to-speech (TTS) aims to synthesize speeches with human-like tones, moods, or even artistic attributes. Recent advancements in expressive TTS empower users with the ability to directly control synthesis style through natural…

音频与语音处理 · 电气工程与系统科学 2023-11-03 Hanglei Zhang , Yiwei Guo , Sen Liu , Xie Chen , Kai Yu

Converting input symbols to output audio in TTS requires modelling the durations of speech sounds. Leading non-autoregressive (NAR) TTS models treat duration modelling as a regression problem. The same utterance is then spoken with…

音频与语音处理 · 电气工程与系统科学 2024-06-11 Shivam Mehta , Harm Lameris , Rajiv Punmiya , Jonas Beskow , Éva Székely , Gustav Eje Henter

Parallel text-to-speech (TTS) models have recently enabled fast and highly-natural speech synthesis. However, they typically require external alignment models, which are not necessarily optimized for the decoder as they are not jointly…

声音 · 计算机科学 2023-03-08 Bac Nguyen , Fabien Cardinaux , Stefan Uhlich

Turn-taking is a fundamental aspect of human communication where speakers convey their intention to either hold, or yield, their turn through prosodic cues. Using the recently proposed Voice Activity Projection model, we propose an…

音频与语音处理 · 电气工程与系统科学 2023-05-30 Erik Ekstedt , Siyang Wang , Éva Székely , Joakim Gustafson , Gabriel Skantze

Speech conveys more information than text, as the same word can be uttered in various voices to convey diverse information. Compared to traditional text-to-speech (TTS) methods relying on speech prompts (reference speech) for voice…

音频与语音处理 · 电气工程与系统科学 2023-10-13 Yichong Leng , Zhifang Guo , Kai Shen , Xu Tan , Zeqian Ju , Yanqing Liu , Yufei Liu , Dongchao Yang , Leying Zhang , Kaitao Song , Lei He , Xiang-Yang Li , Sheng Zhao , Tao Qin , Jiang Bian

Many frameworks for emotional text-to-speech (E-TTS) rely on human-annotated emotion labels that are often inaccurate and difficult to obtain. Learning emotional prosody implicitly presents a tough challenge due to the subjective nature of…

音频与语音处理 · 电气工程与系统科学 2024-05-21 Shreeram Suresh Chandra , Zongyang Du , Berrak Sisman

Self-supervised learning (SSL) speech representations learned from large amounts of diverse, mixed-quality speech data without transcriptions are gaining ground in many speech technology applications. Prior work has shown that SSL is an…

音频与语音处理 · 电气工程与系统科学 2023-07-12 Siyang Wang , Gustav Eje Henter , Joakim Gustafson , Éva Székely

Text-to-speech synthesis (TTS) is a task to convert texts into speech. Two of the factors that have been driving TTS are the advancements of probabilistic models and latent representation learning. We propose a TTS method based on latent…

音频与语音处理 · 电气工程与系统科学 2022-12-19 Yusuke Yasuda , Tomoki Toda

Recently proposed two-pass direct speech-to-speech translation (S2ST) models decompose the task into speech-to-text translation (S2TT) and text-to-speech (TTS) within an end-to-end model, yielding promising results. However, the training of…

计算与语言 · 计算机科学 2024-06-12 Qingkai Fang , Shaolei Zhang , Zhengrui Ma , Min Zhang , Yang Feng

Zero-shot emotion transfer in cross-lingual speech synthesis aims to transfer emotion from an arbitrary speech reference in the source language to the synthetic speech in the target language. Building such a system faces challenges of…

声音 · 计算机科学 2023-10-09 Yuke Li , Xinfa Zhu , Yi Lei , Hai Li , Junhui Liu , Danming Xie , Lei Xie

Recent advances in generative language modeling applied to discrete speech tokens presented a new avenue for text-to-speech (TTS) synthesis. These speech language models (SLMs), similarly to their textual counterparts, are scalable,…

音频与语音处理 · 电气工程与系统科学 2024-05-17 Siyang Wang , Éva Székely

Text-to-speech (TTS) systems that scale up the amount of training data have achieved significant improvements in zero-shot speech synthesis. However, these systems have certain limitations: they require a large amount of training data,…

音频与语音处理 · 电气工程与系统科学 2024-10-07 Taejun Bak , Youngsik Eom , SeungJae Choi , Young-Sun Joo

Controlling the style and characteristics of speech synthesis is crucial for adapting the output to specific contexts and user requirements. Previous Text-to-speech (TTS) works have focused primarily on the technical aspects of producing…

声音 · 计算机科学 2025-09-04 Jiawei Zhang , Tian-Hao Zhang , Jun Wang , Jiaran Gao , Xinyuan Qian , Xu-Cheng Yin

Several recent end-to-end text-to-speech (TTS) models enabling single-stage training and parallel sampling have been proposed, but their sample quality does not match that of two-stage TTS systems. In this work, we present a parallel…

声音 · 计算机科学 2021-06-14 Jaehyeon Kim , Jungil Kong , Juhee Son