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Emotional voice conversion (VC) aims to convert a neutral voice to an emotional (e.g. happy) one while retaining the linguistic information and speaker identity. We note that the decoupling of emotional features from other speech…

音频与语音处理 · 电气工程与系统科学 2021-10-05 Zhaojie Luo , Shoufeng Lin , Rui Liu , Jun Baba , Yuichiro Yoshikawa , Ishiguro Hiroshi

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

For the task of conversation emotion recognition, recent works focus on speaker relationship modeling but ignore the role of utterance's emotional tendency.In this paper, we propose a new expression paradigm of sentence-level emotion…

计算与语言 · 计算机科学 2021-12-23 Zaijing Li , Fengxiao Tang , Tieyu Sun , Yusen Zhu , Ming Zhao

Traditional voice conversion(VC) has been focused on speaker identity conversion for speech with a neutral expression. We note that emotional expression plays an essential role in daily communication, and the emotional style of speech can…

音频与语音处理 · 电气工程与系统科学 2021-10-22 Zongyang Du , Berrak Sisman , Kun Zhou , Haizhou Li

Emotional speech synthesis aims to synthesize human voices with various emotional effects. The current studies are mostly focused on imitating an averaged style belonging to a specific emotion type. In this paper, we seek to generate speech…

计算与语言 · 计算机科学 2023-01-02 Kun Zhou , Berrak Sisman , Rajib Rana , B. W. Schuller , Haizhou Li

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

The Emotional Voice Conversion (EVC) aims to convert the discrete emotional state from the source emotion to the target for a given speech utterance while preserving linguistic content. In this paper, we propose regularizing emotion…

音频与语音处理 · 电气工程与系统科学 2024-12-31 Ashishkumar Gudmalwar , Ishan D. Biyani , Nirmesh Shah , Pankaj Wasnik , Rajiv Ratn Shah

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

Representation learning for speech emotion recognition is challenging due to labeled data sparsity issue and lack of gold standard references. In addition, there is much variability from input speech signals, human subjective perception of…

音频与语音处理 · 电气工程与系统科学 2021-08-13 Haoqi Li , Ming Tu , Jing Huang , Shrikanth Narayanan , Panayiotis Georgiou

Cross-speaker emotion transfer speech synthesis aims to synthesize emotional speech for a target speaker by transferring the emotion from reference speech recorded by another (source) speaker. In this task, extracting speaker-independent…

声音 · 计算机科学 2022-07-05 Tao Li , Xinsheng Wang , Qicong Xie , Zhichao Wang , Mingqi Jiang , Lei Xie

Data augmentation via voice conversion (VC) has been successfully applied to low-resource expressive text-to-speech (TTS) when only neutral data for the target speaker are available. Although the quality of VC is crucial for this approach,…

音频与语音处理 · 电气工程与系统科学 2022-07-06 Ryo Terashima , Ryuichi Yamamoto , Eunwoo Song , Yuma Shirahata , Hyun-Wook Yoon , Jae-Min Kim , Kentaro Tachibana

Emotional voice conversion aims to convert the emotion of speech from one state to another while preserving the linguistic content and speaker identity. The prior studies on emotional voice conversion are mostly carried out under the…

声音 · 计算机科学 2020-10-14 Kun Zhou , Berrak Sisman , Mingyang Zhang , Haizhou Li

Emotional text-to-speech (TTS) technology has achieved significant progress in recent years; however, challenges remain owing to the inherent complexity of emotions and limitations of the available emotional speech datasets and models.…

声音 · 计算机科学 2025-04-18 Deok-Hyeon Cho , Hyung-Seok Oh , Seung-Bin Kim , Seong-Whan Lee

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

Effective speech emotional representations play a key role in Speech Emotion Recognition (SER) and Emotional Text-To-Speech (TTS) tasks. However, emotional speech samples are more difficult and expensive to acquire compared with Neutral…

音频与语音处理 · 电气工程与系统科学 2023-06-12 Shijun Wang , Jón Guðnason , Damian Borth

Recent advances in zero-shot voice conversion have exhibited potential in emotion control, yet the performance is suboptimal or inconsistent due to their limited expressive capacity. We propose Emotion-Aware Prefix for explicit emotion…

音频与语音处理 · 电气工程与系统科学 2026-03-11 Haoyuan Yang , Mu Yang , Jiamin Xie , Szu-Jui Chen , John H. L. Hansen

What do word vector representations reveal about the emotions associated with words? In this study, we consider the task of estimating word-level emotion intensity scores for specific emotions, exploring unsupervised, supervised, and…

计算与语言 · 计算机科学 2021-04-20 Shahab Raji , Gerard de Melo

Emotional voice conversion (EVC) aims to change the emotional state of an utterance while preserving the linguistic content and speaker identity. In this paper, we propose a novel 2-stage training strategy for sequence-to-sequence emotional…

计算与语言 · 计算机科学 2021-06-10 Kun Zhou , Berrak Sisman , Haizhou Li

Accented text-to-speech (TTS) synthesis seeks to generate speech with an accent (L2) as a variant of the standard version (L1). How to control the intensity of accent in the process of TTS is a very interesting research direction, and has…

声音 · 计算机科学 2022-10-28 Rui Liu , Haolin Zuo , De Hu , Guanglai Gao , Haizhou Li

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