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

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Existing autoregressive large-scale text-to-speech (TTS) models have advantages in speech naturalness, but their token-by-token generation mechanism makes it difficult to precisely control the duration of synthesized speech. This becomes a…

计算与语言 · 计算机科学 2025-09-04 Siyi Zhou , Yiquan Zhou , Yi He , Xun Zhou , Jinchao Wang , Wei Deng , Jingchen Shu

Reference-based Text-to-Speech (TTS) models can generate multiple, prosodically-different renditions of the same target text. Such models jointly learn a latent acoustic space during training, which can be sampled from during inference.…

计算与语言 · 计算机科学 2023-09-20 Atli Thor Sigurgeirsson , Simon King

We propose a novel causal prosody mediation framework for expressive text-to-speech (TTS) synthesis. Our approach augments the FastSpeech2 architecture with explicit emotion conditioning and introduces counterfactual training objectives to…

声音 · 计算机科学 2026-03-13 Suvendu Sekhar Mohanty

Prosody conveys rich emotional and semantic information of the speech signal as well as individual idiosyncrasies. We propose a stand-alone model that maps text-to-prosodic features such as F0 and energy and can be used in downstream tasks…

音频与语音处理 · 电气工程与系统科学 2025-08-14 Eray Eren , Qingju Liu , Hyeongwoo Kim , Pablo Garrido , Abeer Alwan

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

The zero-shot text-to-speech (TTS) method, based on speaker embeddings extracted from reference speech using self-supervised learning (SSL) speech representations, can reproduce speaker characteristics very accurately. However, this…

Laughter is one of the most expressive and natural aspects of human speech, conveying emotions, social cues, and humor. However, most text-to-speech (TTS) systems lack the ability to produce realistic and appropriate laughter sounds,…

Prosodic phrasing is crucial to the naturalness and intelligibility of end-to-end Text-to-Speech (TTS). There exist both linguistic and emotional prosody in natural speech. As the study of prosodic phrasing has been linguistically…

人工智能 · 计算机科学 2023-09-22 Rui Liu , Bin Liu , Haizhou Li

Neural network based end-to-end Text-to-Speech (TTS) has greatly improved the quality of synthesized speech. While how to use massive spontaneous speech without transcription efficiently still remains an open problem. In this paper, we…

声音 · 计算机科学 2022-02-07 Dabiao Ma , Yitong Zhang , Meng Li , Feng Ye

In recent years, prompting has quickly become one of the standard ways of steering the outputs of generative machine learning models, due to its intuitive use of natural language. In this work, we propose a system conditioned on embeddings…

计算与语言 · 计算机科学 2024-06-13 Thomas Bott , Florian Lux , Ngoc Thang Vu

Although current Text-To-Speech (TTS) models are able to generate high-quality speech samples, there are still challenges in developing emotion intensity controllable TTS. Most existing TTS models achieve emotion intensity control by…

声音 · 计算机科学 2024-05-28 Haoxiang Shi , Jianzong Wang , Xulong Zhang , Ning Cheng , Jun Yu , Jing Xiao

Spontaneous style speech synthesis, which aims to generate human-like speech, often encounters challenges due to the scarcity of high-quality data and limitations in model capabilities. Recent language model-based TTS systems can be trained…

声音 · 计算机科学 2024-07-19 Weiqin Li , Peiji Yang , Yicheng Zhong , Yixuan Zhou , Zhisheng Wang , Zhiyong Wu , Xixin Wu , Helen Meng

Emotional text-to-speech (TTS) systems sturggle to capture the full spectrum of human emotions due to the inherent complexity of emotional expressions and the limited coverage of existing emotion labels. To address this, we propose a…

音频与语音处理 · 电气工程与系统科学 2026-01-21 Kun Zhou , You Zhang , Dianwen Ng , Shengkui Zhao , Hao Wang , Bin Ma

Given a pair of source and reference speech recordings, speech-to-speech (S2S) emotion style transfer involves the generation of an output speech that mimics the emotion characteristics of the reference while preserving the content and…

音频与语音处理 · 电气工程与系统科学 2026-03-11 Soumya Dutta , Avni Jain , Sriram Ganapathy

While neural text-to-speech (TTS) has achieved human-like natural synthetic speech, multilingual TTS systems are limited to resource-rich languages due to the need for paired text and studio-quality audio data. This paper proposes a method…

音频与语音处理 · 电气工程与系统科学 2023-05-30 Takaaki Saeki , Soumi Maiti , Xinjian Li , Shinji Watanabe , Shinnosuke Takamichi , Hiroshi Saruwatari

Intonations play an important role in delivering the intention of a speaker. However, current end-to-end TTS systems often fail to model proper intonations. To alleviate this problem, we propose a novel, intuitive method to synthesize…

音频与语音处理 · 电气工程与系统科学 2022-11-08 Jihwan Lee , Joun Yeop Lee , Heejin Choi , Seongkyu Mun , Sangjun Park , Jae-Sung Bae , Chanwoo Kim

Text-to-Speech (TTS) has recently seen great progress in synthesizing high-quality speech owing to the rapid development of parallel TTS systems, but producing speech with naturalistic prosodic variations, speaking styles and emotional…

音频与语音处理 · 电气工程与系统科学 2023-11-21 Yinghao Aaron Li , Cong Han , Nima Mesgarani

Although word-level prosody modeling in neural text-to-speech (TTS) has been investigated in recent research for diverse speech synthesis, it is still challenging to control speech synthesis manually without a specific reference. This is…

音频与语音处理 · 电气工程与系统科学 2022-02-17 Yiwei Guo , Chenpeng Du , Kai Yu

Some recent studies have demonstrated the feasibility of single-stage neural text-to-speech, which does not need to generate mel-spectrograms but generates the raw waveforms directly from the text. Single-stage text-to-speech often faces…

声音 · 计算机科学 2022-07-14 Zhengxi Liu , Qiao Tian , Chenxu Hu , Xudong Liu , Menglin Wu , Yuping Wang , Hang Zhao , Yuxuan Wang

Given a piece of speech and its transcript text, text-based speech editing aims to generate speech that can be seamlessly inserted into the given speech by editing the transcript. Existing methods adopt a two-stage approach: synthesize the…

声音 · 计算机科学 2021-09-14 Chuanxin Tang , Chong Luo , Zhiyuan Zhao , Dacheng Yin , Yucheng Zhao , Wenjun Zeng