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Textless speech-to-speech translation systems are rapidly advancing, thanks to the integration of self-supervised learning techniques. However, existing state-of-the-art systems fall short when it comes to capturing and transferring…

Sound · Computer Science 2023-10-12 Jarod Duret , Benjamin O'Brien , Yannick Estève , Titouan Parcollet

Although current neural text-to-speech (TTS) models are able to generate high-quality speech, intensity controllable emotional TTS is still a challenging task. Most existing methods need external optimizations for intensity calculation,…

Audio and Speech Processing · Electrical Eng. & Systems 2023-02-17 Yiwei Guo , Chenpeng Du , Xie Chen , Kai Yu

Zero-Shot Voice Conversion (VC) aims to transform the source speaker's timbre into an arbitrary unseen one while retaining speech content. Most prior work focuses on preserving the source's prosody, while fine-grained timbre information may…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-03 Jialong Zuo , Shengpeng Ji , Minghui Fang , Mingze Li , Ziyue Jiang , Xize Cheng , Xiaoda Yang , Chen Feiyang , Xinyu Duan , Zhou Zhao

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…

Sound · Computer Science 2025-07-08 Sho Inoue , Kun Zhou , Shuai Wang , Haizhou Li

Emotional Support Conversation (ESC) aims to assist individuals experiencing distress by generating empathetic and supportive dialogue. While prior work typically assumes that each supporter turn corresponds to a single strategy, real-world…

Computation and Language · Computer Science 2026-04-21 Jie Zhu , Huaixia Dou , Junhui Li , Lifan Guo , Feng Chen , Jinsong Su , Chi Zhang , Fang Kong

We introduce HybridVC, a voice conversion (VC) framework built upon a pre-trained conditional variational autoencoder (CVAE) that combines the strengths of a latent model with contrastive learning. HybridVC supports text and audio prompts,…

Sound · Computer Science 2024-09-26 Xinlei Niu , Jing Zhang , Charles Patrick Martin

There has been significant progress in emotional Text-To-Speech (TTS) synthesis technology in recent years. However, existing methods primarily focus on the synthesis of a limited number of emotion types and have achieved unsatisfactory…

Sound · Computer Science 2023-06-02 Haobin Tang , Xulong Zhang , Jianzong Wang , Ning Cheng , Jing Xiao

Voice Conversion (VC) modifies speech to match a target speaker while preserving linguistic content. Traditional methods usually extract speaker information directly from speech while neglecting the explicit utilization of linguistic…

Multimedia · Computer Science 2025-06-04 Fengjin Li , Jie Wang , Yadong Niu , Yongqing Wang , Meng Meng , Jian Luan , Zhiyong Wu

Multimodal Large Language Models (MLLMs) excel in Open-Vocabulary (OV) emotion recognition but often neglect fine-grained acoustic modeling. Existing methods typically use global audio encoders, failing to capture subtle, local temporal…

Multimedia · Computer Science 2026-03-24 Liyun Zhang , Xuanmeng Sha , Shuqiong Wu , Fengkai Liu

Embodied control requires agents to leverage multi-modal pre-training to quickly learn how to act in new environments, where video demonstrations contain visual and motion details needed for low-level perception and control, and language…

Machine Learning · Computer Science 2023-04-20 Yao Mu , Shunyu Yao , Mingyu Ding , Ping Luo , Chuang Gan

Due to the complex nature of human emotions and the diversity of emotion representation methods in humans, emotion recognition is a challenging field. In this research, three input modalities, namely text, audio (speech), and video, are…

Artificial Intelligence · Computer Science 2024-02-13 Minoo Shayaninasab , Bagher Babaali

Voice conversion is a task of synthesizing an utterance with target speaker's voice while maintaining linguistic information of the source utterance. While a speaker can produce varying utterances from a single script with different…

Sound · Computer Science 2025-04-17 Soobin Suh , Dabi Ahn , Heewoong Park , Jonghun Park

Humans vary their expressivity when speaking for extended periods to maintain engagement with their listener. Although social robots tend to be deployed with ``expressive'' joyful voices, they lack this long-term variation found in human…

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…

Sound · Computer Science 2025-06-24 Sho Inoue , Kun Zhou , Shuai Wang , Haizhou Li

Emotions play a key role in human communication and public presentations. Human emotions are usually expressed through multiple modalities. Therefore, exploring multimodal emotions and their coherence is of great value for understanding…

Computer Vision and Pattern Recognition · Computer Science 2019-10-10 Haipeng Zeng , Xingbo Wang , Aoyu Wu , Yong Wang , Quan Li , Alex Endert , Huamin Qu

In real-world voice conversion applications, environmental noise in source speech and user demands for expressive output pose critical challenges. Traditional ASR-based methods ensure noise robustness but suppress prosody richness, while…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-11 Yuepeng Jiang , Ziqian Ning , Shuai Wang , Chengjia Wang , Mengxiao Bi , Pengcheng Zhu , Zhonghua Fu , Lei Xie

Controllable Singing Voice Synthesis (SVS) aims to generate expressive singing voices reflecting user intent. While recent SVS systems achieve high audio quality, most rely on probabilistic modeling, limiting precise control over attributes…

Sound · Computer Science 2025-09-10 Yerin Ryu , Inseop Shin , Chanwoo Kim

Speech anonymisation prevents misuse of spoken data by removing any personal identifier while preserving at least linguistic content. However, emotion preservation is crucial for natural human-computer interaction. The well-known voice…

Audio and Speech Processing · Electrical Eng. & Systems 2023-09-15 Suhita Ghosh , Arnab Das , Yamini Sinha , Ingo Siegert , Tim Polzehl , Sebastian Stober

The EMPATHIC project aimed to design an emotionally expressive virtual coach capable of engaging healthy seniors to improve well-being and promote independent aging. One of the core aspects of the system is its human sensing capabilities,…

Emotional and cognitive factors are essential for understanding mental health disorders. However, existing methods often treat multi-modal data as classification tasks, limiting interpretability especially for emotion and cognition.…

Multimedia · Computer Science 2026-03-03 Zhiyuan Zhou , Yanrong Guo , Shijie Hao