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Text-to-speech (TTS) has shown great progress in recent years. However, most existing TTS systems offer only coarse and rigid emotion control, typically via discrete emotion labels or a carefully crafted and detailed emotional text prompt,…

声音 · 计算机科学 2025-10-28 Tianxin Xie , Shan Yang , Chenxing Li , Dong Yu , Li Liu

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

In recent years, emotional Text-to-Speech (TTS) synthesis and emphasis-controllable speech synthesis have advanced significantly. However, their interaction remains underexplored. We propose Emphasis Meets Emotion TTS (EME-TTS), a novel…

声音 · 计算机科学 2025-07-17 Haoxun Li , Leyuan Qu , Jiaxi Hu , Taihao Li

Recent TTS systems are able to generate prosodically varied and realistic speech. However, it is unclear how this prosodic variation contributes to the perception of speakers' emotional states. Here we use the recent psychological paradigm…

Existing emotional speech synthesis methods often utilize an utterance-level style embedding extracted from reference audio, neglecting the inherent multi-scale property of speech prosody. We introduce ED-TTS, a multi-scale emotional speech…

音频与语音处理 · 电气工程与系统科学 2024-01-17 Haobin Tang , Xulong Zhang , Ning Cheng , Jing Xiao , Jianzong Wang

Human speech goes beyond the mere transfer of information; it is a profound exchange of emotions and a connection between individuals. While Text-to-Speech (TTS) models have made huge progress, they still face challenges in controlling the…

音频与语音处理 · 电气工程与系统科学 2025-08-14 Guanrou Yang , Chen Yang , Qian Chen , Ziyang Ma , Wenxi Chen , Wen Wang , Tianrui Wang , Yifan Yang , Zhikang Niu , Wenrui Liu , Fan Yu , Zhihao Du , Zhifu Gao , ShiLiang Zhang , Xie Chen

Prosodic phrasing is crucial to the naturalness and intelligibility of end-to-end Text-to-Speech (TTS). There exist both linguistic and emotional prosody in natural speech. As the study of prosodic phrasing has been linguistically…

人工智能 · 计算机科学 2023-09-22 Rui Liu , Bin Liu , Haizhou Li

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

Emotional text-to-speech synthesis (ETTS) has seen much progress in recent years. However, the generated voice is often not perceptually identifiable by its intended emotion category. To address this problem, we propose a new interactive…

计算与语言 · 计算机科学 2021-06-15 Rui Liu , Berrak Sisman , Haizhou Li

Most existing Zero-Shot Text-To-Speech(ZS-TTS) systems generate the unseen speech based on single prompt, such as reference speech or text descriptions, which limits their flexibility. We propose a customized emotion ZS-TTS system based on…

声音 · 计算机科学 2025-05-27 Zhichao Wu , Yueteng Kang , Songjun Cao , Long Ma , Qiulin Li , Qun Yang

Zero-shot emotion transfer in cross-lingual speech synthesis aims to transfer emotion from an arbitrary speech reference in the source language to the synthetic speech in the target language. Building such a system faces challenges of…

声音 · 计算机科学 2023-10-09 Yuke Li , Xinfa Zhu , Yi Lei , Hai Li , Junhui Liu , Danming Xie , Lei Xie

People change their tones of voice, often accompanied by nonverbal vocalizations (NVs) such as laughter and cries, to convey rich emotions. However, most text-to-speech (TTS) systems lack the capability to generate speech with rich…

音频与语音处理 · 电气工程与系统科学 2024-09-18 Haibin Wu , Xiaofei Wang , Sefik Emre Eskimez , Manthan Thakker , Daniel Tompkins , Chung-Hsien Tsai , Canrun Li , Zhen Xiao , Sheng Zhao , Jinyu Li , Naoyuki Kanda

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

Advances in text-to-speech (TTS) technology have significantly improved the quality of generated speech, closely matching the timbre and intonation of the target speaker. However, due to the inherent complexity of human emotional…

声音 · 计算机科学 2024-12-13 Weizhen Bian , Yubo Zhou , Kaitai Zhang , Xiaohan Gu

Expressive text-to-speech (TTS) aims to synthesize speeches with human-like tones, moods, or even artistic attributes. Recent advancements in expressive TTS empower users with the ability to directly control synthesis style through natural…

音频与语音处理 · 电气工程与系统科学 2023-11-03 Hanglei Zhang , Yiwei Guo , Sen Liu , Xie Chen , Kai Yu

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

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

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

We introduce a text-to-speech(TTS) framework based on a neural transducer. We use discretized semantic tokens acquired from wav2vec2.0 embeddings, which makes it easy to adopt a neural transducer for the TTS framework enjoying its monotonic…

音频与语音处理 · 电气工程与系统科学 2023-11-09 Minchan Kim , Myeonghun Jeong , Byoung Jin Choi , Dongjune Lee , Nam Soo Kim

Emotion dynamics modeling is a significant task in emotion recognition in conversation. It aims to predict conversational emotions when building empathetic dialogue systems. Existing studies mainly develop models based on Recurrent Neural…

人工智能 · 计算机科学 2021-04-22 Haiqin Yang , Jianping Shen