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相关论文: Emotional Dimension Control in Language Model-Base…

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Emotion is not limited to discrete categories of happy, sad, angry, fear, disgust, surprise, and so on. Instead, each emotion category is projected into a set of nearly independent dimensions, named pleasure (or valence), arousal, and…

音频与语音处理 · 电气工程与系统科学 2022-11-28 Azam Rabiee , Tae-Ho Kim , Soo-Young Lee

Emotional text-to-speech synthesis (TTS) aims to generate realistic emotional speech from input text. However, quantitatively controlling multi-level emotion rendering remains challenging. In this paper, we propose a flow-matching based…

声音 · 计算机科学 2025-06-24 Sho Inoue , Kun Zhou , Shuai Wang , Haizhou Li

It remains a challenge to effectively control the emotion rendering in text-to-speech (TTS) synthesis. Prior studies have primarily focused on learning a global prosodic representation at the utterance level, which strongly correlates with…

声音 · 计算机科学 2024-05-16 Sho Inoue , Kun Zhou , Shuai Wang , Haizhou Li

Despite rapid advances in the field of emotional text-to-speech (TTS), recent studies primarily focus on mimicking the average style of a particular emotion. As a result, the ability to manipulate speech emotion remains constrained to…

声音 · 计算机科学 2024-11-06 Deok-Hyeon Cho , Hyung-Seok Oh , Seung-Bin Kim , Sang-Hoon Lee , Seong-Whan Lee

Recent large language models (LLMs) have made great progress in the field of text-to-speech (TTS), but they still face major challenges in synthesizing fine-grained emotional speech in an interpretable manner. Traditional methods rely on…

机器学习 · 计算机科学 2025-09-26 Jiaxuan Liu , Yang Xiang , Han Zhao , Xiangang Li , Yingying Gao , Shilei Zhang , Zhenhua Ling

Neural text-to-speech (TTS) approaches generally require a huge number of high quality speech data, which makes it difficult to obtain such a dataset with extra emotion labels. In this paper, we propose a novel approach for emotional TTS…

音频与语音处理 · 电气工程与系统科学 2021-01-19 Xiong Cai , Dongyang Dai , Zhiyong Wu , Xiang Li , Jingbei Li , Helen Meng

Expressive text-to-speech has shown improved performance in recent years. However, the style control of synthetic speech is often restricted to discrete emotion categories and requires training data recorded by the target speaker in the…

计算与语言 · 计算机科学 2022-07-14 Yookyung Shin , Younggun Lee , Suhee Jo , Yeongtae Hwang , Taesu Kim

Machine-generated speech is characterized by its limited or unnatural emotional variation. Current text to speech systems generates speech with either a flat emotion, emotion selected from a predefined set, average variation learned from…

音频与语音处理 · 电气工程与系统科学 2021-11-10 Sarath Sivaprasad , Saiteja Kosgi , Vineet Gandhi

This paper proposes an effective emotion control method for an end-to-end text-to-speech (TTS) system. To flexibly control the distinct characteristic of a target emotion category, it is essential to determine embedding vectors representing…

音频与语音处理 · 电气工程与系统科学 2019-11-07 Se-Yun Um , Sangshin Oh , Kyungguen Byun , Inseon Jang , Chunghyun Ahn , Hong-Goo Kang

In this project, we aim to build a Text-to-Speech system able to produce speech with a controllable emotional expressiveness. We propose a methodology for solving this problem in three main steps. The first is the collection of emotional…

音频与语音处理 · 电气工程与系统科学 2019-07-08 Noé Tits

State-of-the-art Text-To-Speech (TTS) models are capable of producing high-quality speech. The generated speech, however, is usually neutral in emotional expression, whereas very often one would want fine-grained emotional control of words…

声音 · 计算机科学 2023-03-14 Shijun Wang , Jón Guðnason , Damian Borth

We investigate hierarchical emotion distribution (ED) for achieving multi-level quantitative control of emotion rendering in text-to-speech synthesis (TTS). We introduce a novel multi-step hierarchical ED prediction module that quantifies…

声音 · 计算机科学 2025-07-08 Sho Inoue , Kun Zhou , Shuai Wang , Haizhou Li

The goal of expressive Text-to-speech (TTS) is to synthesize natural speech with desired content, prosody, emotion, or timbre, in high expressiveness. Most of previous studies attempt to generate speech from given labels of styles and…

音频与语音处理 · 电气工程与系统科学 2022-11-29 Jianhong Tu , Zeyu Cui , Xiaohuan Zhou , Siqi Zheng , Kai Hu , Ju Fan , Chang Zhou

Previous multilingual text-to-speech (TTS) approaches have considered leveraging monolingual speaker data to enable cross-lingual speech synthesis. However, such data-efficient approaches have ignored synthesizing emotional aspects of…

音频与语音处理 · 电气工程与系统科学 2023-08-01 Xinfa Zhu , Yi Lei , Tao Li , Yongmao Zhang , Hongbin Zhou , Heng Lu , Lei Xie

While controllable Text-to-Speech (TTS) has achieved notable progress, most existing methods remain limited to inter-utterance-level control, making fine-grained intra-utterance expression challenging due to their reliance on non-public…

声音 · 计算机科学 2026-05-19 Qifan Liang , Yuansen Liu , Ruixin Wei , Nan Lu , Junchuan Zhao , Ye Wang

This paper proposes an effective emotional text-to-speech (TTS) system with a pre-trained language model (LM)-based emotion prediction method. Unlike conventional systems that require auxiliary inputs such as manually defined emotion…

Expressive text-to-speech (TTS) aims to synthesize different speaking style speech according to human's demands. Nowadays, there are two common ways to control speaking styles: (1) Pre-defining a group of speaking style and using…

声音 · 计算机科学 2023-06-27 Dongchao Yang , Songxiang Liu , Rongjie Huang , Chao Weng , Helen Meng

We propose a novel description-based controllable text-to-speech (TTS) method with cross-lingual control capability. To address the lack of audio-description paired data in the target language, we combine a TTS model trained on the target…

音频与语音处理 · 电气工程与系统科学 2024-09-27 Ryuichi Yamamoto , Yuma Shirahata , Masaya Kawamura , Kentaro Tachibana

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

The style transfer task in Text-to-Speech refers to the process of transferring style information into text content to generate corresponding speech with a specific style. However, most existing style transfer approaches are either based on…

音频与语音处理 · 电气工程与系统科学 2024-02-01 Wenhao Guan , Yishuang Li , Tao Li , Hukai Huang , Feng Wang , Jiayan Lin , Lingyan Huang , Lin Li , Qingyang Hong
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