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相关论文: Multi-Speaker Multi-Style Speech Synthesis with Ti…

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Disentangled representation learning in speech processing has lagged behind other domains, largely due to the lack of datasets with annotated generative factors for robust evaluation. To address this, we propose SynSpeech, a novel…

音频与语音处理 · 电气工程与系统科学 2025-01-14 Yusuf Brima , Ulf Krumnack , Simone Pika , Gunther Heidemann

The recently developed pitch-controllable text-to-speech (TTS) model, i.e. FastPitch, was conditioned for the pitch contours. However, the quality of the synthesized speech degraded considerably for pitch values that deviated significantly…

音频与语音处理 · 电气工程与系统科学 2022-04-13 Hanbin Bae , Young-Sun Joo

Multi-speaker spoken datasets enable the creation of text-to-speech synthesis (TTS) systems which can output several voice identities. The multi-speaker (MSPK) scenario also enables the use of fewer training samples per speaker. However, in…

音频与语音处理 · 电气工程与系统科学 2021-06-04 Beata Lorincz , Adriana Stan , Mircea Giurgiu

Separating different speaker properties from a multi-speaker environment is challenging. Instead of separating a two-speaker signal in signal space like speech source separation, a speaker embedding de-mixing approach is proposed. The…

声音 · 计算机科学 2021-02-08 Yanpei Shi , Thomas Hain

Modeling virtual agents with behavior style is one factor for personalizing human agent interaction. We propose an efficient yet effective machine learning approach to synthesize gestures driven by prosodic features and text in the style of…

声音 · 计算机科学 2022-08-04 Mireille Fares , Michele Grimaldi , Catherine Pelachaud , Nicolas Obin

State-of-the-art speech synthesis models try to get as close as possible to the human voice. Hence, modelling emotions is an essential part of Text-To-Speech (TTS) research. In our work, we selected FastSpeech2 as the starting point and…

音频与语音处理 · 电气工程与系统科学 2023-07-04 Daria Diatlova , Vitaly Shutov

In this paper, we present SANE-TTS, a stable and natural end-to-end multilingual TTS model. By the difficulty of obtaining multilingual corpus for given speaker, training multilingual TTS model with monolingual corpora is unavoidable. We…

音频与语音处理 · 电气工程与系统科学 2022-09-28 Hyunjae Cho , Wonbin Jung , Junhyeok Lee , Sang Hoon Woo

This paper presents a method for end-to-end cross-lingual text-to-speech (TTS) which aims to preserve the target language's pronunciation regardless of the original speaker's language. The model used is based on a non-attentive Tacotron…

Modeling voices for multiple speakers and multiple languages in one text-to-speech system has been a challenge for a long time. This paper presents an extension on Tacotron2 to achieve bilingual multispeaker speech synthesis when there are…

音频与语音处理 · 电气工程与系统科学 2020-05-22 Zexin Cai , Yaogen Yang , Ming Li

Previous work on speaker adaptation for end-to-end speech synthesis still falls short in speaker similarity. We investigate an orthogonal approach to the current speaker adaptation paradigms, speaker augmentation, by creating artificial…

音频与语音处理 · 电气工程与系统科学 2020-08-10 Erica Cooper , Cheng-I Lai , Yusuke Yasuda , Junichi Yamagishi

In this work, we address the Text-to-Speech (TTS) task by proposing a non-autoregressive architecture called EfficientTTS. Unlike the dominant non-autoregressive TTS models, which are trained with the need of external aligners, EfficientTTS…

音频与语音处理 · 电气工程与系统科学 2020-12-08 Chenfeng Miao , Shuang Liang , Zhencheng Liu , Minchuan Chen , Jun Ma , Shaojun Wang , Jing Xiao

Tibetan is a low-resource language with minimal parallel speech corpora spanning its three major dialects-\"U-Tsang, Amdo, and Kham-limiting progress in speech modeling. To address this issue, we propose FMSD-TTS, a few-shot, multi-speaker,…

Timbre is a primary mode of expression in diverse musical contexts. However, prevalent audio-driven synthesis methods predominantly rely on pitch and loudness envelopes, effectively flattening timbral expression from the input. Our approach…

声音 · 计算机科学 2024-07-08 Jordie Shier , Charalampos Saitis , Andrew Robertson , Andrew McPherson

While recent zero-shot multi-speaker text-to-speech (TTS) models achieve impressive results, they typically rely on extensive transcribed speech datasets from numerous speakers and intricate training pipelines. Meanwhile, self-supervised…

音频与语音处理 · 电气工程与系统科学 2025-02-04 Karl El Hajal , Ajinkya Kulkarni , Enno Hermann , Mathew Magimai. -Doss

Audio token modeling has become a powerful framework for speech synthesis, with two-stage approaches employing semantic tokens remaining prevalent. In this paper, we aim to simplify this process by introducing a semantic knowledge…

声音 · 计算机科学 2024-09-18 Gerard I. Gállego , Roy Fejgin , Chunghsin Yeh , Xiaoyu Liu , Gautam Bhattacharya

In this paper, we present a novel architecture to realize fine-grained style control on the transformer-based text-to-speech synthesis (TransformerTTS). Specifically, we model the speaking style by extracting a time sequence of local style…

音频与语音处理 · 电气工程与系统科学 2022-03-18 Li-Wei Chen , Alexander Rudnicky

Audio codecs are a critical component of modern speech generation systems. This paper introduces a low-bitrate, multi-scale residual codec that encodes speech into four distinct streams: semantic, timbre, prosody, and residual. This…

音频与语音处理 · 电气工程与系统科学 2026-02-25 Jingyu Li , Guangyan Zhang , Zhen Ye , Yiwen Guo

Neural Text-to-speech (TTS) synthesis is a powerful technology that can generate speech using neural networks. One of the most remarkable features of TTS synthesis is its capability to produce speech in the voice of different speakers. This…

音频与语音处理 · 电气工程与系统科学 2024-02-19 Vinotha R , Hepsiba D , L. D. Vijay Anand , Deepak John Reji

We present a speaker conditioned text-to-speech (TTS) system aimed at addressing challenges in generating speech for unseen speakers and supporting diverse Indian languages. Our method leverages a diffusion-based TTS architecture, where a…

Controllable speech synthesis refers to the precise control of speaking style by manipulating specific prosodic and paralinguistic attributes, such as gender, volume, speech rate, pitch, and pitch fluctuation. With the integration of…

人工智能 · 计算机科学 2025-10-01 Ziyu Zhang , Hanzhao Li , Jingbin Hu , Wenhao Li , Lei Xie