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Speech-to-speech translation systems today do not adequately support use for dialog purposes. In particular, nuances of speaker intent and stance can be lost due to improper prosody transfer. We present an exploration of what needs to be…

计算与语言 · 计算机科学 2023-07-11 Jonathan E. Avila , Nigel G. Ward

On account of growing demands for personalization, the need for a so-called few-shot TTS system that clones speakers with only a few data is emerging. To address this issue, we propose Attentron, a few-shot TTS model that clones voices of…

音频与语音处理 · 电气工程与系统科学 2020-08-13 Seungwoo Choi , Seungju Han , Dongyoung Kim , Sungjoo Ha

Although humans engaged in face-to-face conversation simultaneously communicate both verbally and non-verbally, methods for joint and unified synthesis of speech audio and co-speech 3D gesture motion from text are a new and emerging field.…

Voice Cloning has rapidly advanced in today's digital world, with many researchers and corporations working to improve these algorithms for various applications. This article aims to establish a standardized terminology for voice cloning…

声音 · 计算机科学 2025-05-02 Hussam Azzuni , Abdulmotaleb El Saddik

As speech generation technologies advance, so do risks of impersonation, misinformation, and spoofing. We present a lightweight, training-free approach for detecting synthetic speech and attributing it to its source model. Our method…

音频与语音处理 · 电气工程与系统科学 2025-12-12 Matías Pizarro , Mike Laszkiewicz , Dorothea Kolossa , Asja Fischer

Currently, a common approach in many speech processing tasks is to leverage large scale pre-trained models by fine-tuning them on in-domain data for a particular application. Yet obtaining even a small amount of such data can be…

音频与语音处理 · 电气工程与系统科学 2024-08-20 Samuele Cornell , Jordan Darefsky , Zhiyao Duan , Shinji Watanabe

We propose using self-supervised discrete representations for the task of speech resynthesis. To generate disentangled representation, we separately extract low-bitrate representations for speech content, prosodic information, and speaker…

Although diffusion models in text-to-speech have become a popular choice due to their strong generative ability, the intrinsic complexity of sampling from diffusion models harms their efficiency. Alternatively, we propose VoiceFlow, an…

音频与语音处理 · 电气工程与系统科学 2024-09-04 Yiwei Guo , Chenpeng Du , Ziyang Ma , Xie Chen , Kai Yu

Voice design from natural language aims to generate speaker timbres directly from free-form textual descriptions, allowing users to create voices tailored to specific roles, personalities, and emotions. Such controllable voice creation…

Methods for modeling and controlling prosody with acoustic features have been proposed for neural text-to-speech (TTS) models. Prosodic speech can be generated by conditioning acoustic features. However, synthesized speech with a large…

音频与语音处理 · 电气工程与系统科学 2021-06-30 Taejun Bak , Jae-Sung Bae , Hanbin Bae , Young-Ik Kim , Hoon-Young Cho

Controlling text-to-speech (TTS) systems to synthesize speech with the prosodic characteristics expected by users has attracted much attention. To achieve controllability, current studies focus on two main directions: (1) using reference…

声音 · 计算机科学 2025-01-09 Weidong Chen , Shan Yang , Guangzhi Li , Xixin Wu

Recent progress in Spoken Language Modeling has shown that learning language directly from speech is feasible. Generating speech through a pipeline that operates at the text level typically loses nuances, intonations, and non-verbal…

计算与语言 · 计算机科学 2024-10-31 Maxime Poli , Emmanuel Chemla , Emmanuel Dupoux

Neural text-to-speech synthesis (NTTS) models have shown significant progress in generating high-quality speech, however they require a large quantity of training data. This makes creating models for multiple styles expensive and…

This paper explores multi-modal controllable Text-to-Speech Synthesis (TTS) where the voice can be generated from face image, and the characteristics of output speech (e.g., pace, noise level, distance, tone, place) can be controllable with…

音频与语音处理 · 电气工程与系统科学 2025-05-27 Minsu Kim , Pingchuan Ma , Honglie Chen , Stavros Petridis , Maja Pantic

The task of few-shot style transfer for voice cloning in text-to-speech (TTS) synthesis aims at transferring speaking styles of an arbitrary source speaker to a target speaker's voice using very limited amount of neutral data. This is a…

音频与语音处理 · 电气工程与系统科学 2021-11-16 Songxiang Liu , Dan Su , Dong Yu

Previous works on expressive speech synthesis focus on modelling the mono-scale style embedding from the current sentence or context, but the multi-scale nature of speaking style in human speech is neglected. In this paper, we propose a…

声音 · 计算机科学 2022-07-06 Shun Lei , Yixuan Zhou , Liyang Chen , Jiankun Hu , Zhiyong Wu , Shiyin Kang , Helen Meng

Tacotron-based end-to-end speech synthesis has shown remarkable voice quality. However, the rendering of prosody in the synthesized speech remains to be improved, especially for long sentences, where prosodic phrasing errors can occur…

音频与语音处理 · 电气工程与系统科学 2021-02-09 Rui Liu , Berrak Sisman , Feilong Bao , Guanglai Gao , Haizhou Li

Generative models have gained more and more attention in recent years for their remarkable success in tasks that required estimating and sampling data distribution to generate high-fidelity synthetic data. In speech, text-to-speech…

音频与语音处理 · 电气工程与系统科学 2024-03-27 Alexander H. Liu , Matt Le , Apoorv Vyas , Bowen Shi , Andros Tjandra , Wei-Ning Hsu

The use of synthetic speech as data augmentation is gaining increasing popularity in fields such as automatic speech recognition and speech classification tasks. Despite novel text-to-speech systems with voice cloning capabilities, that…

声音 · 计算机科学 2024-09-20 Sebastião Quintas , Isabelle Ferrané , Thomas Pellegrini

Zero-shot text-to-speech (TTS) aims to synthesize voices with unseen speech prompts, which significantly reduces the data and computation requirements for voice cloning by skipping the fine-tuning process. However, the prompting mechanisms…

音频与语音处理 · 电气工程与系统科学 2024-04-11 Ziyue Jiang , Jinglin Liu , Yi Ren , Jinzheng He , Zhenhui Ye , Shengpeng Ji , Qian Yang , Chen Zhang , Pengfei Wei , Chunfeng Wang , Xiang Yin , Zejun Ma , Zhou Zhao