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相关论文: Cross-speaker Emotion Transfer by Manipulating Spe…

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Cross-speaker emotion intensity control aims to generate emotional speech of a target speaker with desired emotion intensities using only their neutral speech. A recently proposed method, emotion arithmetic, achieves emotion intensity…

声音 · 计算机科学 2025-07-08 Masato Murata , Koichi Miyazaki , Tomoki Koriyama

In expressive speech synthesis, there are high requirements for emotion interpretation. However, it is time-consuming to acquire emotional audio corpus for arbitrary speakers due to their deduction ability. In response to this problem, this…

音频与语音处理 · 电气工程与系统科学 2021-10-12 Pengfei Wu , Junjie Pan , Chenchang Xu , Junhui Zhang , Lin Wu , Xiang Yin , Zejun Ma

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

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

Affect is an emotional characteristic encompassing valence, arousal, and intensity, and is a crucial attribute for enabling authentic conversations. While existing text-to-speech (TTS) and speech-to-speech systems rely on strength embedding…

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

We address the problem of cross-speaker style transfer for text-to-speech (TTS) using data augmentation via voice conversion. We assume to have a corpus of neutral non-expressive data from a target speaker and supporting conversational…

音频与语音处理 · 电气工程与系统科学 2022-02-11 Manuel Sam Ribeiro , Julian Roth , Giulia Comini , Goeric Huybrechts , Adam Gabrys , Jaime Lorenzo-Trueba

Emotion embedding space learned from references is a straightforward approach for emotion transfer in encoder-decoder structured emotional text to speech (TTS) systems. However, the transferred emotion in the synthetic speech is not…

声音 · 计算机科学 2020-11-18 Tao Li , Shan Yang , Liumeng Xue , Lei Xie

The cross-speaker emotion transfer task in text-to-speech (TTS) synthesis particularly aims to synthesize speech for a target speaker with the emotion transferred from reference speech recorded by another (source) speaker. During the…

声音 · 计算机科学 2022-04-11 Tao Li , Xinsheng Wang , Qicong Xie , Zhichao Wang , Lei Xie

Recent text-to-speech models have reached the level of generating natural speech similar to what humans say. But there still have limitations in terms of expressiveness. The existing emotional speech synthesis models have shown…

音频与语音处理 · 电气工程与系统科学 2023-05-30 Yoori Oh , Juheon Lee , Yoseob Han , Kyogu Lee

Cross-speaker style transfer aims to extract the speech style of the given reference speech, which can be reproduced in the timbre of arbitrary target speakers. Existing methods on this topic have explored utilizing utterance-level style…

声音 · 计算机科学 2022-08-22 Xiang Li , Changhe Song , Xianhao Wei , Zhiyong Wu , Jia Jia , Helen Meng

Human use language not just to convey information but also to express their inner feelings and mental states. In this work, we adapt the state-of-the-art language generation models to generate affective (emotional) text. We posit a model…

计算与语言 · 计算机科学 2020-11-10 Ishika Singh , Ahsan Barkati , Tushar Goswamy , Ashutosh Modi

Human emotional expression is inherently dynamic, complex, and fluid, characterized by smooth transitions in intensity throughout verbal communication. However, the modeling of such intensity fluctuations has been largely overlooked by…

声音 · 计算机科学 2024-10-01 Jingyi Xu , Hieu Le , Zhixin Shu , Yang Wang , Yi-Hsuan Tsai , Dimitris Samaras

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

This paper aims to build a multi-speaker expressive TTS system, synthesizing a target speaker's speech with multiple styles and emotions. To this end, we propose a novel contrastive learning-based TTS approach to transfer style and emotion…

音频与语音处理 · 电气工程与系统科学 2024-04-26 Xinfa Zhu , Yuke Li , Yi Lei , Ning Jiang , Guoqing Zhao , Lei Xie

The field of Text-to-Speech has experienced huge improvements last years benefiting from deep learning techniques. Producing realistic speech becomes possible now. As a consequence, the research on the control of the expressiveness,…

计算与语言 · 计算机科学 2019-03-28 Noé Tits , Fengna Wang , Kevin El Haddad , Vincent Pagel , Thierry Dutoit

Recognizing emotions in conversations is a challenging task due to the presence of contextual dependencies governed by self- and inter-personal influences. Recent approaches have focused on modeling these dependencies primarily via…

计算与语言 · 计算机科学 2020-05-21 Devamanyu Hazarika , Soujanya Poria , Roger Zimmermann , Rada Mihalcea

The capability of generating speech with specific type of emotion is desired for many applications of human-computer interaction. Cross-speaker emotion transfer is a common approach to generating emotional speech when speech with emotion…

音频与语音处理 · 电气工程与系统科学 2023-01-05 Guangyan Zhang , Ying Qin , Wenjie Zhang , Jialun Wu , Mei Li , Yutao Gai , Feijun Jiang , Tan Lee

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

Text-driven voice conversion allows customization of speaker characteristics and prosodic elements using textual descriptions. However, most existing methods rely heavily on direct text-to-speech training, limiting their flexibility in…

声音 · 计算机科学 2025-07-31 Wen Li , Sofia Martinez , Priyanka Shah
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