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The recent text-to-speech (TTS) has achieved quality comparable to that of humans; however, its application in spoken dialogue has not been widely studied. This study aims to realize a TTS that closely resembles human dialogue. First, we…

音频与语音处理 · 电气工程与系统科学 2022-06-27 Kentaro Mitsui , Tianyu Zhao , Kei Sawada , Yukiya Hono , Yoshihiko Nankaku , Keiichi Tokuda

Audio-driven talking-head synthesis is a popular research topic for virtual human-related applications. However, the inflexibility and inefficiency of existing methods, which necessitate expensive end-to-end training to transfer emotions…

声音 · 计算机科学 2023-10-13 Yuan Gan , Zongxin Yang , Xihang Yue , Lingyun Sun , Yi Yang

Speech emotion recognition (SER) with audio-language models (ALMs) remains vulnerable to distribution shifts at test time, leading to performance degradation in out-of-domain scenarios. Test-time adaptation (TTA) provides a promising…

声音 · 计算机科学 2026-02-05 Jiacheng Shi , Hongfei Du , Y. Alicia Hong , Ye Gao

With the advent of the big data and large language model era, zero-shot personalized rapid customization has emerged as a significant trend. In this report, we introduce Takin AudioLLM, a series of techniques and models, mainly including…

Personalizing a speech synthesis system is a highly desired application, where the system can generate speech with the user's voice with rare enrolled recordings. There are two main approaches to build such a system in recent works: speaker…

声音 · 计算机科学 2022-08-01 Sung-Feng Huang , Chyi-Jiunn Lin , Da-Rong Liu , Yi-Chen Chen , Hung-yi Lee

Zero-shot multi-speaker TTS aims to synthesize speech with the voice of a chosen target speaker without any fine-tuning. Prevailing methods, however, encounter limitations at adapting to new speakers of out-of-domain settings, primarily due…

声音 · 计算机科学 2024-03-06 Yejin Jeon , Yunsu Kim , Gary Geunbae Lee

Text-to-speech (TTS) technology has achieved impressive results for widely spoken languages, yet many under-resourced languages remain challenged by limited data and linguistic complexities. In this paper, we present a novel methodology…

声音 · 计算机科学 2025-04-11 Yizhong Geng , Jizhuo Xu , Zeyu Liang , Jinghan Yang , Xiaoyi Shi , Xiaoyu Shen

Text-to-Speech (TTS) has recently seen great progress in synthesizing high-quality speech owing to the rapid development of parallel TTS systems, but producing speech with naturalistic prosodic variations, speaking styles and emotional…

音频与语音处理 · 电气工程与系统科学 2023-11-21 Yinghao Aaron Li , Cong Han , Nima Mesgarani

Emotion recognition from human speech is a critical enabler for socially aware conversational AI. However, while most prior work frames emotion recognition as a categorical classification problem, real-world affective states are often…

声音 · 计算机科学 2026-02-05 Hong Jia , Weibin Li , Jingyao Wu , Xiaofeng Yu , Yan Gao , Jintao Cheng , Xiaoyu Tang , Feng Xia , Ting Dang

Text-to-Speech (TTS) synthesis using deep learning relies on voice quality. Modern TTS models are advanced, but they need large amount of data. Given the growing computational complexity of these models and the scarcity of large,…

声音 · 计算机科学 2023-10-10 Ze Liu

Flow-matching-based text-to-speech (TTS) models, such as Voicebox, E2 TTS, and F5-TTS, have attracted significant attention in recent years. These models require multiple sampling steps to reconstruct speech from noise, making inference…

音频与语音处理 · 电气工程与系统科学 2025-06-05 Qixi Zheng , Yushen Chen , Zhikang Niu , Ziyang Ma , Xiaofei Wang , Kai Yu , Xie Chen

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

The goal of this work is to simultaneously generate natural talking faces and speech outputs from text. We achieve this by integrating Talking Face Generation (TFG) and Text-to-Speech (TTS) systems into a unified framework. We address the…

计算机视觉与模式识别 · 计算机科学 2024-05-17 Youngjoon Jang , Ji-Hoon Kim , Junseok Ahn , Doyeop Kwak , Hong-Sun Yang , Yoon-Cheol Ju , Il-Hwan Kim , Byeong-Yeol Kim , Joon Son Chung

Neural network based end-to-end Text-to-Speech (TTS) has greatly improved the quality of synthesized speech. While how to use massive spontaneous speech without transcription efficiently still remains an open problem. In this paper, we…

声音 · 计算机科学 2022-02-07 Dabiao Ma , Yitong Zhang , Meng Li , Feng Ye

Speech-driven 3D facial animation with accurate lip synchronization has been widely studied. However, synthesizing realistic motions for the entire face during speech has rarely been explored. In this work, we present a joint audio-text…

计算机视觉与模式识别 · 计算机科学 2021-12-08 Yingruo Fan , Zhaojiang Lin , Jun Saito , Wenping Wang , Taku Komura

Facial expression recognition (FER) is an important research topic in emotional artificial intelligence. In recent decades, researchers have made remarkable progress. However, current FER paradigms face challenges in generalization, lack…

计算机视觉与模式识别 · 计算机科学 2024-08-22 Bohao Xing , Zitong Yu , Xin Liu , Kaishen Yuan , Qilang Ye , Weicheng Xie , Huanjing Yue , Jingyu Yang , Heikki Kälviäinen

Traditional anti-spoofing focuses on models and datasets built on synthetic speech with mostly neutral state, neglecting diverse emotional variations. As a result, their robustness against high-quality, emotionally expressive synthetic…

音频与语音处理 · 电气工程与系统科学 2025-06-02 Aurosweta Mahapatra , Ismail Rasim Ulgen , Abinay Reddy Naini , Carlos Busso , Berrak Sisman

While recent neural text-to-speech (TTS) systems perform remarkably well, they typically require a substantial amount of recordings from the target speaker reading in the desired speaking style. In this work, we present a novel 3-step…

音频与语音处理 · 电气工程与系统科学 2021-06-03 Goeric Huybrechts , Thomas Merritt , Giulia Comini , Bartek Perz , Raahil Shah , Jaime Lorenzo-Trueba

This report explores the challenge of enhancing expressiveness control in Text-to-Speech (TTS) models by augmenting a frozen pretrained model with a Diffusion Model that is conditioned on joint semantic audio/text embeddings. The paper…

计算与语言 · 计算机科学 2023-11-21 Mathias Vogel

In recent years, there has been significant progress in Text-to-Speech (TTS) synthesis technology, enabling the high-quality synthesis of voices in common scenarios. In unseen situations, adaptive TTS requires a strong generalization…

音频与语音处理 · 电气工程与系统科学 2024-09-10 Zhipeng Li , Xiaofen Xing , Jun Wang , Shuaiqi Chen , Guoqiao Yu , Guanglu Wan , Xiangmin Xu