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相关论文: Uncovering Latent Style Factors for Expressive Spe…

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We describe a sequence-to-sequence neural network which directly generates speech waveforms from text inputs. The architecture extends the Tacotron model by incorporating a normalizing flow into the autoregressive decoder loop. Output…

计算与语言 · 计算机科学 2021-02-09 Ron J. Weiss , RJ Skerry-Ryan , Eric Battenberg , Soroosh Mariooryad , Diederik P. Kingma

Speech language models refer to language models with speech processing and understanding capabilities. One key desirable capability for speech language models is the ability to capture the intricate interdependency between content and…

计算与语言 · 计算机科学 2025-08-11 Kaizhi Qian , Xulin Fan , Junrui Ni , Slava Shechtman , Mark Hasegawa-Johnson , Chuang Gan , Yang Zhang

It is desirable for a text-to-speech system to take into account the environment where synthetic speech is presented, and provide appropriate context-dependent output to the user. In this paper, we present and compare various approaches for…

音频与语音处理 · 电气工程与系统科学 2021-01-15 Qiong Hu , Tobias Bleisch , Petko Petkov , Tuomo Raitio , Erik Marchi , Varun Lakshminarasimhan

Style voice conversion aims to transform the style of source speech to a desired style according to real-world application demands. However, the current style voice conversion approach relies on pre-defined labels or reference speech to…

音频与语音处理 · 电气工程与系统科学 2023-12-27 Jixun Yao , Yuguang Yang , Yi Lei , Ziqian Ning , Yanni Hu , Yu Pan , Jingjing Yin , Hongbin Zhou , Heng Lu , Lei Xie

Vocoders received renewed attention as main components in statistical parametric text-to-speech (TTS) synthesis and speech transformation systems. Even though there are vocoding techniques give almost accepted synthesized speech, their high…

声音 · 计算机科学 2021-06-22 Mohammed Salah Al-Radhi , Tamás Gábor Csapó , Géza Németh

Previous works on neural text-to-speech (TTS) have been addressed on limited speed in training and inference time, robustness for difficult synthesis conditions, expressiveness, and controllability. Although several approaches resolve some…

音频与语音处理 · 电气工程与系统科学 2021-06-28 Keon Lee , Kyumin Park , Daeyoung Kim

Expressive text-to-speech (TTS) aims to synthesize different speaking style speech according to human's demands. Nowadays, there are two common ways to control speaking styles: (1) Pre-defining a group of speaking style and using…

声音 · 计算机科学 2023-06-27 Dongchao Yang , Songxiang Liu , Rongjie Huang , Chao Weng , Helen Meng

In this paper, a text-to-rapping/singing system is introduced, which can be adapted to any speaker's voice. It utilizes a Tacotron-based multispeaker acoustic model trained on read-only speech data and which provides prosody control at the…

While generative methods have progressed rapidly in recent years, generating expressive prosody for an utterance remains a challenging task in text-to-speech synthesis. This is particularly true for systems that model prosody explicitly…

音频与语音处理 · 电气工程与系统科学 2025-07-02 Paul Mayer , Florian Lux , Alejandro Pérez-González-de-Martos , Angelina Elizarova , Lindsey Vanderlyn , Dirk Väth , Ngoc Thang Vu

This paper proposes a hierarchical, fine-grained and interpretable latent variable model for prosody based on the Tacotron 2 text-to-speech model. It achieves multi-resolution modeling of prosody by conditioning finer level representations…

音频与语音处理 · 电气工程与系统科学 2020-02-11 Guangzhi Sun , Yu Zhang , Ron J. Weiss , Yuan Cao , Heiga Zen , Yonghui Wu

Generating speech from a face image is crucial for developing virtual humans capable of interacting using their unique voices, without relying on pre-recorded human speech. In this paper, we propose Face-StyleSpeech, a zero-shot…

计算机视觉与模式识别 · 计算机科学 2024-12-31 Minki Kang , Wooseok Han , Eunho Yang

In this paper, we introduce an emotional speech synthesizer based on the recent end-to-end neural model, named Tacotron. Despite its benefits, we found that the original Tacotron suffers from the exposure bias problem and irregularity of…

声音 · 计算机科学 2018-11-07 Younggun Lee , Azam Rabiee , Soo-Young Lee

Controllable TTS models with natural language prompts often lack the ability for fine-grained control and face a scarcity of high-quality data. We propose a two-stage style-controllable TTS system with language models, utilizing a quantized…

多媒体 · 计算机科学 2025-06-04 Yongqi Wang , Chunlei Zhang , Hangting Chen , Zhou Zhao , Dong Yu

End-to-end text-to-speech synthesis systems achieved immense success in recent times, with improved naturalness and intelligibility. However, the end-to-end models, which primarily depend on the attention-based alignment, do not offer an…

音频与语音处理 · 电气工程与系统科学 2021-10-07 Giridhar Pamisetty , K. Sri Rama Murty

This paper proposes an end-to-end emotional speech synthesis (ESS) method which adopts global style tokens (GSTs) for semi-supervised training. This model is built based on the GST-Tacotron framework. The style tokens are defined to present…

音频与语音处理 · 电气工程与系统科学 2019-06-27 Peng-fei Wu , Zhen-hua Ling , Li-juan Liu , Yuan Jiang , Hong-chuan Wu , Li-rong Dai

Prosody contains rich information beyond the literal meaning of words, which is crucial for the intelligibility of speech. Current models still fall short in phrasing and intonation; they not only miss or misplace breaks when synthesizing…

计算与语言 · 计算机科学 2024-12-20 Xiangheng He , Junjie Chen , Zixing Zhang , Björn W. Schuller

Recent advances in generative language modeling applied to discrete speech tokens presented a new avenue for text-to-speech (TTS) synthesis. These speech language models (SLMs), similarly to their textual counterparts, are scalable,…

音频与语音处理 · 电气工程与系统科学 2024-05-17 Siyang Wang , Éva Székely

In recent years, there has been growing interest in representing speech with discrete tokens, which serve as pseudo-text for speech language models (speechLMs) and as efficient intermediate representations for downstream tasks. These tokens…

声音 · 计算机科学 2026-01-28 Kentaro Onda , Hayato Futami , Yosuke Kashiwagi , Emiru Tsunoo , Shinji Watanabe

The goal of this paper is to accelerate codec-based speech synthesis systems with minimum sacrifice to speech quality. We propose an enhanced inference method that allows for flexible trade-offs between speed and quality during inference…

Cross-speaker style transfer in speech synthesis aims at transferring a style from source speaker to synthesized speech of a target speaker's timbre. In most previous methods, the synthesized fine-grained prosody features often represent…

声音 · 计算机科学 2023-03-15 Chunyu Qiang , Peng Yang , Hao Che , Ying Zhang , Xiaorui Wang , Zhongyuan Wang