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Emotional voice conversion (EVC) aims to convert the emotion of speech from one state to another while preserving the linguistic content and speaker identity. In this paper, we study the disentanglement and recomposition of emotional…

声音 · 计算机科学 2020-11-05 Kun Zhou , Berrak Sisman , Haizhou Li

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

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

Despite the remarkable progress made in synthesizing emotional speech from text, it is still challenging to provide emotion information to existing speech segments. Previous methods mainly rely on parallel data, and few works have studied…

声音 · 计算机科学 2020-03-06 Xiaoqi Jia , Jianwei Tai , Hang Zhou , Yakai Li , Weijuan Zhang , Haichao Du , Qingjia Huang

Building a voice conversion (VC) system from non-parallel speech corpora is challenging but highly valuable in real application scenarios. In most situations, the source and the target speakers do not repeat the same texts or they may even…

计算与语言 · 计算机科学 2017-06-09 Chin-Cheng Hsu , Hsin-Te Hwang , Yi-Chiao Wu , Yu Tsao , Hsin-Min Wang

Primary goal of an emotional voice conversion (EVC) system is to convert the emotion of a given speech signal from one style to another style without modifying the linguistic content of the signal. Most of the state-of-the-art approaches…

声音 · 计算机科学 2023-02-22 Nirmesh Shah , Mayank Kumar Singh , Naoya Takahashi , Naoyuki Onoe

Cross-lingual speech emotion recognition (SER) is a crucial task for many real-world applications. The performance of SER systems is often degraded by the differences in the distributions of training and test data. These differences become…

声音 · 计算机科学 2020-07-29 Siddique Latif , Junaid Qadir , Muhammad Bilal

Expressive voice conversion performs identity conversion for emotional speakers by jointly converting speaker identity and emotional style. Due to the hierarchical structure of speech emotion, it is challenging to disentangle the emotional…

音频与语音处理 · 电气工程与系统科学 2022-07-22 Zongyang Du , Berrak Sisman , Kun Zhou , Haizhou Li

In this paper, we propose a new methodology for emotional speech recognition using visual deep neural network models. We employ the transfer learning capabilities of the pre-trained computer vision deep models to have a mandate for the…

计算机视觉与模式识别 · 计算机科学 2022-04-08 Waleed Ragheb , Mehdi Mirzapour , Ali Delfardi , Hélène Jacquenet , Lawrence Carbon

Emotional Voice Conversion (EVC) aims to convert the emotional style of a source speech signal to a target style while preserving its content and speaker identity information. Previous emotional conversion studies do not disentangle…

声音 · 计算机科学 2021-07-20 Xiangheng He , Junjie Chen , Georgios Rizos , Björn W. Schuller

Singing voice conversion aims to convert singer's voice from source to target without changing singing content. Parallel training data is typically required for the training of singing voice conversion system, that is however not practical…

音频与语音处理 · 电气工程与系统科学 2020-11-04 Junchen Lu , Kun Zhou , Berrak Sisman , Haizhou Li

Speech emotion conversion is the task of modifying the perceived emotion of a speech utterance while preserving the lexical content and speaker identity. In this study, we cast the problem of emotion conversion as a spoken language…

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

We introduce a novel method for emotion conversion in speech that does not require parallel training data. Our approach loosely relies on a cycle-GAN schema to minimize the reconstruction error from converting back and forth between emotion…

音频与语音处理 · 电气工程与系统科学 2020-08-12 Ravi Shankar , Jacob Sager , Archana Venkataraman

Emotional voice conversion (EVC) seeks to convert the emotional state of an utterance while preserving the linguistic content and speaker identity. In EVC, emotions are usually treated as discrete categories overlooking the fact that speech…

声音 · 计算机科学 2022-07-19 Kun Zhou , Berrak Sisman , Rajib Rana , Björn W. Schuller , Haizhou Li

We propose a nonparallel data-driven emotional speech conversion method. It enables the transfer of emotion-related characteristics of a speech signal while preserving the speaker's identity and linguistic content. Most existing approaches…

机器学习 · 计算机科学 2020-04-14 Jian Gao , Deep Chakraborty , Hamidou Tembine , Olaitan Olaleye

In recent years, emotional text-to-speech has shown considerable progress. However, it requires a large amount of labeled data, which is not easily accessible. Even if it is possible to acquire an emotional speech dataset, there is still a…

声音 · 计算机科学 2023-03-16 Suhee Jo , Younggun Lee , Yookyung Shin , Yeongtae Hwang , Taesu Kim

Emotions play a central role in human communication, shaping trust, engagement, and social interaction. As artificial intelligence systems powered by large language models become increasingly integrated into everyday life, enabling them to…

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

Data-driven models achieve successful results in Speech Emotion Recognition (SER). However, these models, which are often based on general acoustic features or end-to-end approaches, show poor performance when the testing set has a…

音频与语音处理 · 电气工程与系统科学 2025-12-15 Duowei Tang , Peter Kuppens , Lucca Geurts , Toon van Waterschoot

Speech emotion conversion is the task of converting the expressed emotion of a spoken utterance to a target emotion while preserving the lexical content and speaker identity. While most existing works in speech emotion conversion rely on…

音频与语音处理 · 电气工程与系统科学 2024-01-09 Navin Raj Prabhu , Bunlong Lay , Simon Welker , Nale Lehmann-Willenbrock , Timo Gerkmann
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