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We present a training method with linguistic speech regularization that improves the robustness of spontaneous speech synthesis methods with filled pause (FP) insertion. Spontaneous speech synthesis is aimed at producing speech with…

声音 · 计算机科学 2023-09-20 Yuta Matsunaga , Takaaki Saeki , Shinnosuke Takamichi , Hiroshi Saruwatari

In this paper, we propose a method to generate personalized filled pauses (FPs) with group-wise prediction models. Compared with fluent text generation, disfluent text generation has not been widely explored. To generate more human-like…

声音 · 计算机科学 2022-04-25 Yuta Matsunaga , Takaaki Saeki , Shinnosuke Takamichi , Hiroshi Saruwatari

In spoken conversations, spontaneous behaviors like filled pause and prolongations always happen. Conversational partner tends to align features of their speech with their interlocutor which is known as entrainment. To produce human-like…

音频与语音处理 · 电气工程与系统科学 2021-06-22 Jian Cong , Shan Yang , Na Hu , Guangzhi Li , Lei Xie , Dan Su

Although text-to-speech (TTS) systems have significantly improved, most TTS systems still have limitations in synthesizing speech with appropriate phrasing. For natural speech synthesis, it is important to synthesize the speech with a…

音频与语音处理 · 电气工程与系统科学 2023-06-14 Ji-Sang Hwang , Sang-Hoon Lee , Seong-Whan Lee

Humans involuntarily tend to infer parts of the conversation from lip movements when the speech is absent or corrupted by external noise. In this work, we explore the task of lip to speech synthesis, i.e., learning to generate natural…

计算机视觉与模式识别 · 计算机科学 2020-05-19 K R Prajwal , Rudrabha Mukhopadhyay , Vinay Namboodiri , C V Jawahar

Voice cloning is the task of learning to synthesize the voice of an unseen speaker from a few samples. While current voice cloning methods achieve promising results in Text-to-Speech (TTS) synthesis for a new voice, these approaches lack…

声音 · 计算机科学 2021-02-02 Paarth Neekhara , Shehzeen Hussain , Shlomo Dubnov , Farinaz Koushanfar , Julian McAuley

Spontaneous style speech synthesis, which aims to generate human-like speech, often encounters challenges due to the scarcity of high-quality data and limitations in model capabilities. Recent language model-based TTS systems can be trained…

声音 · 计算机科学 2024-07-19 Weiqin Li , Peiji Yang , Yicheng Zhong , Yixuan Zhou , Zhisheng Wang , Zhiyong Wu , Xixin Wu , Helen Meng

This paper describes a human-in-the-loop approach to personalized voice synthesis in the absence of reference speech data from the target speaker. It is intended to help vocally disabled individuals restore their lost voices without…

音频与语音处理 · 电气工程与系统科学 2025-05-27 Yusheng Tian , Junbin Liu , Tan Lee

Contemporary conversational systems often present a significant limitation: their responses lack the emotional depth and disfluent characteristic of human interactions. This absence becomes particularly noticeable when users seek more…

计算与语言 · 计算机科学 2024-04-03 Rohan Chaudhury , Mihir Godbole , Aakash Garg , Jinsil Hwaryoung Seo

With read-aloud speech synthesis achieving high naturalness scores, there is a growing research interest in synthesising spontaneous speech. However, human spontaneous face-to-face conversation has both spoken and non-verbal aspects (here,…

音频与语音处理 · 电气工程与系统科学 2023-09-15 Shivam Mehta , Siyang Wang , Simon Alexanderson , Jonas Beskow , Éva Székely , Gustav Eje Henter

Pause insertion, also known as phrase break prediction and phrasing, is an essential part of TTS systems because proper pauses with natural duration significantly enhance the rhythm and intelligibility of synthetic speech. However,…

音频与语音处理 · 电气工程与系统科学 2023-02-28 Dong Yang , Tomoki Koriyama , Yuki Saito , Takaaki Saeki , Detai Xin , Hiroshi Saruwatari

Contemporary neural speech synthesis models have indeed demonstrated remarkable proficiency in synthetic speech generation as they have attained a level of quality comparable to that of human-produced speech. Nevertheless, it is important…

计算与语言 · 计算机科学 2024-04-04 Yejin Jeon , Yunsu Kim , Gary Geunbae Lee

This study explores voice cloning to generate synthetic speech replicating the unique patterns of individuals with dysarthria. Using the TORGO dataset, we address data scarcity and privacy challenges in speech-language pathology. Our…

声音 · 计算机科学 2025-03-04 Birger Moell , Fredrik Sand Aronsson

There are many use cases in singing synthesis where creating voices from small amounts of data is desirable. In text-to-speech there have been several promising results that apply voice cloning techniques to modern deep learning based…

声音 · 计算机科学 2019-02-21 Merlijn Blaauw , Jordi Bonada , Ryunosuke Daido

End-to-end models are an attractive new approach to spoken language understanding (SLU) in which the meaning of an utterance is inferred directly from the raw audio without employing the standard pipeline composed of a separately trained…

音频与语音处理 · 电气工程与系统科学 2019-10-22 Loren Lugosch , Brett Meyer , Derek Nowrouzezahrai , Mirco Ravanelli

The aim of this project was to develop and implement an English language Text-to-Speech synthesis system. This involved a study of mechanisms of human speech production, a review of techniques in speech synthesis, and analysis of tests used…

声音 · 计算机科学 2017-09-25 David Ferris

Lip-to-Speech (Lip2Speech) synthesis, which predicts corresponding speech from talking face images, has witnessed significant progress with various models and training strategies in a series of independent studies. However, existing studies…

多媒体 · 计算机科学 2023-05-25 Zheng-Yan Sheng , Yang Ai , Zhen-Hua Ling

This study investigated the effect of synthetic voice of conversational agent trained with spontaneous speech on human interactants. Specifically, we hypothesized that humans will exhibit more social responses when interacting with…

人机交互 · 计算机科学 2024-10-28 Takahisa Iizuka , Hiroki Mori

The spontaneous behavior that often occurs in conversations makes speech more human-like compared to reading-style. However, synthesizing spontaneous-style speech is challenging due to the lack of high-quality spontaneous datasets and the…

声音 · 计算机科学 2023-09-01 Weiqin Li , Shun Lei , Qiaochu Huang , Yixuan Zhou , Zhiyong Wu , Shiyin Kang , Helen Meng

Deep learning models are becoming predominant in many fields of machine learning. Text-to-Speech (TTS), the process of synthesizing artificial speech from text, is no exception. To this end, a deep neural network is usually trained using a…

声音 · 计算机科学 2021-02-11 Giuseppe Ruggiero , Enrico Zovato , Luigi Di Caro , Vincent Pollet
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