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相关论文: MPE-TTS: Customized Emotion Zero-Shot Text-To-Spee…

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Modern neural text-to-speech (TTS) synthesis can generate speech that is indistinguishable from natural speech. However, the prosody of generated utterances often represents the average prosodic style of the database instead of having wide…

音频与语音处理 · 电气工程与系统科学 2020-09-16 Tuomo Raitio , Ramya Rasipuram , Dan Castellani

Neural codec language models achieve impressive zero-shot Text-to-Speech (TTS) by fully imitating the acoustic characteristics of a short speech prompt, including timbre, prosody, and paralinguistic information. However, such holistic…

声音 · 计算机科学 2026-01-21 Hanchen Pei , Shujie Liu , Yanqing Liu , Jianwei Yu , Yuanhang Qian , Gongping Huang , Sheng Zhao , Yan Lu

This paper proposes visual-text to speech (vTTS), a method for synthesizing speech from visual text (i.e., text as an image). Conventional TTS converts phonemes or characters into discrete symbols and synthesizes a speech waveform from…

In prior work, we introduced IndexTTS 2, a zero-shot neural text-to-speech foundation model comprising two core components: a transformer-based Text-to-Semantic (T2S) module and a non-autoregressive Semantic-to-Mel (S2M) module, which…

声音 · 计算机科学 2026-01-12 Yunpei Li , Xun Zhou , Jinchao Wang , Lu Wang , Yong Wu , Siyi Zhou , Yiquan Zhou , Jingchen Shu

Text-based speech editing allows users to edit speech by intuitively cutting, copying, and pasting text to speed up the process of editing speech. In the previous work, CampNet (context-aware mask prediction network) is proposed to realize…

声音 · 计算机科学 2022-12-21 Tao Wang , Jiangyan Yi , Ruibo Fu , Jianhua Tao , Zhengqi Wen , Chu Yuan Zhang

Synthesizing the voices of unseen speakers remains a persisting challenge in multi-speaker text-to-speech (TTS). Existing methods model speaker characteristics through speaker conditioning during training, leading to increased model…

音频与语音处理 · 电气工程与系统科学 2025-09-18 Ismail Rasim Ulgen , Shreeram Suresh Chandra , Junchen Lu , Berrak Sisman

Traditional text-to-speech (TTS) methods primarily focus on establishing a mapping between phonemes and mel-spectrograms. However, during the phoneme encoding stage, there is often a lack of real mel-spectrogram auxiliary information, which…

声音 · 计算机科学 2025-03-11 Tianyun Liu

An unsupervised text-to-speech synthesis (TTS) system learns to generate speech waveforms corresponding to any written sentence in a language by observing: 1) a collection of untranscribed speech waveforms in that language; 2) a collection…

音频与语音处理 · 电气工程与系统科学 2022-08-17 Junrui Ni , Liming Wang , Heting Gao , Kaizhi Qian , Yang Zhang , Shiyu Chang , Mark Hasegawa-Johnson

Recent years have witnessed a trend that large language model (LLM) based text-to-speech (TTS) emerges into the mainstream due to their high naturalness and zero-shot capacity. In this paradigm, speech signals are discretized into token…

Advances in text-to-speech (TTS) technology have significantly improved the quality of generated speech, closely matching the timbre and intonation of the target speaker. However, due to the inherent complexity of human emotional…

声音 · 计算机科学 2024-12-13 Weizhen Bian , Yubo Zhou , Kaitai Zhang , Xiaohan Gu

Neural networks have been able to generate high-quality single-sentence speech. However, it remains a challenge concerning audio-book speech synthesis due to the intra-paragraph correlation of semantic and acoustic features as well as…

声音 · 计算机科学 2024-09-26 Xuyuan Li , Zengqiang Shang , Peiyang Shi , Hua Hua , Ta Li , Pengyuan Zhang

In this paper we present VDTTS, a Visually-Driven Text-to-Speech model. Motivated by dubbing, VDTTS takes advantage of video frames as an additional input alongside text, and generates speech that matches the video signal. We demonstrate…

计算机视觉与模式识别 · 计算机科学 2022-03-25 Michael Hassid , Michelle Tadmor Ramanovich , Brendan Shillingford , Miaosen Wang , Ye Jia , Tal Remez

Style transfer for out-of-domain (OOD) speech synthesis aims to generate speech samples with unseen style (e.g., speaker identity, emotion, and prosody) derived from an acoustic reference, while facing the following challenges: 1) The…

音频与语音处理 · 电气工程与系统科学 2022-10-14 Rongjie Huang , Yi Ren , Jinglin Liu , Chenye Cui , Zhou Zhao

Emotional expression in human speech is nuanced and compositional, often involving multiple, sometimes conflicting, affective cues that may diverge from linguistic content. In contrast, most expressive text-to-speech systems enforce a…

声音 · 计算机科学 2026-02-04 Siyi Wang , Shihong Tan , Siyi Liu , Hong Jia , Gongping Huang , James Bailey , Ting Dang

Modern zero-shot text-to-speech (TTS) systems, despite using extensive pre-training, often struggle in challenging scenarios such as tongue twisters, repeated words, code-switching, and cross-lingual synthesis, leading to intelligibility…

声音 · 计算机科学 2025-06-09 Xueyao Zhang , Yuancheng Wang , Chaoren Wang , Ziniu Li , Zhuo Chen , Zhizheng Wu

Spoken dialogue generation is crucial for applications like podcasts, dynamic commentary, and entertainment content, but poses significant challenges compared to single-utterance text-to-speech (TTS). Key requirements include accurate…

While existing text-to-speech (TTS) models exhibit high expressiveness, fine-grained control over composite instructions remains challenging due to the structural mismatch between discrete textual intents and continuous acoustic…

计算机视觉与模式识别 · 计算机科学 2026-05-19 Bin Kang , Shaoguo Wen , Yang Fan , Shunlong Wu , Junjie Wang , Yulin Li , Junzhi Zhao , Junle Wang , Zhuotao Tian

Zero-shot streaming text-to-speech is an important research topic in human-computer interaction. Existing methods primarily use a lookahead mechanism, relying on future text to achieve natural streaming speech synthesis, which introduces…

机器学习 · 计算机科学 2025-06-03 Haiyang Sun , Shujie Hu , Shujie Liu , Lingwei Meng , Hui Wang , Bing Han , Yifan Yang , Yanqing Liu , Sheng Zhao , Yan Lu , Yanmin Qian

This paper explores predicting suitable prosodic features for fine-grained emotion analysis from the discourse-level text. To obtain fine-grained emotional prosodic features as predictive values for our model, we extract a phoneme-level…

声音 · 计算机科学 2023-09-22 Xianhao Wei , Jia Jia , Xiang Li , Zhiyong Wu , Ziyi Wang

On account of growing demands for personalization, the need for a so-called few-shot TTS system that clones speakers with only a few data is emerging. To address this issue, we propose Attentron, a few-shot TTS model that clones voices of…

音频与语音处理 · 电气工程与系统科学 2020-08-13 Seungwoo Choi , Seungju Han , Dongyoung Kim , Sungjoo Ha