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We introduce YATO, an open-source, easy-to-use toolkit for text analysis with deep learning. Different from existing heavily engineered toolkits and platforms, YATO is lightweight and user-friendly for researchers from cross-disciplinary…

计算与语言 · 计算机科学 2023-10-19 Zeqiang Wang , Yile Wang , Jiageng Wu , Zhiyang Teng , Jie Yang

Prosody is essential for speech technology, shaping comprehension, naturalness, and expressiveness. However, current text-to-speech (TTS) systems still struggle to accurately capture human-like prosodic variation, in part because existing…

音频与语音处理 · 电气工程与系统科学 2025-11-05 Cedric Chan , Jianjing Kuang

Most Zero-shot Multi-speaker TTS (ZS-TTS) systems support only a single language. Although models like YourTTS, VALL-E X, Mega-TTS 2, and Voicebox explored Multilingual ZS-TTS they are limited to just a few high/medium resource languages,…

音频与语音处理 · 电气工程与系统科学 2024-06-10 Edresson Casanova , Kelly Davis , Eren Gölge , Görkem Göknar , Iulian Gulea , Logan Hart , Aya Aljafari , Joshua Meyer , Reuben Morais , Samuel Olayemi , Julian Weber

This paper proposes a textless training method for many-to-many multilingual speech-to-speech translation that can also benefit the transfer of pre-trained knowledge to text-based systems, text-to-speech synthesis and text-to-speech…

计算与语言 · 计算机科学 2024-08-20 Minsu Kim , Jeongsoo Choi , Dahun Kim , Yong Man Ro

This paper introduces DiFlow-TTS, a novel zero-shot text-to-speech (TTS) system that employs discrete flow matching for generative speech modeling. We position this work as an entry point that may facilitate further advances in this…

Speech and text are two major forms of human language. The research community has been focusing on mapping speech to text or vice versa for many years. However, in the field of language modeling, very little effort has been made to model…

计算与语言 · 计算机科学 2023-10-16 Ju-Chieh Chou , Chung-Ming Chien , Wei-Ning Hsu , Karen Livescu , Arun Babu , Alexis Conneau , Alexei Baevski , Michael Auli

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

Text-to-Speech (TTS) models have advanced significantly, aiming to accurately replicate human speech's diversity, including unique speaker identities and linguistic nuances. Despite these advancements, achieving an optimal balance between…

音频与语音处理 · 电气工程与系统科学 2024-08-28 Jinhyeok Yang , Junhyeok Lee , Hyeong-Seok Choi , Seunghun Ji , Hyeongju Kim , Juheon Lee

Traditional text-to-speech (TTS) methods primarily focus on establishing a mapping between phonemes and mel-spectrograms. However, during the phoneme encoding stage, there is often a lack of real mel-spectrogram auxiliary information, which…

声音 · 计算机科学 2025-03-11 Tianyun Liu

The language diversity in India's education sector poses a significant challenge, hindering inclusivity. Despite the democratization of knowledge through online educational content, the dominance of English, as the internet's lingua franca,…

计算与语言 · 计算机科学 2024-03-08 Sai Akarsh , Vamshi Raghusimha , Anindita Mondal , Anil Vuppala

The recent progress in non-autoregressive text-to-speech (NAR-TTS) has made fast and high-quality speech synthesis possible. However, current NAR-TTS models usually use phoneme sequence as input and thus cannot understand the…

声音 · 计算机科学 2022-04-26 Zhenhui Ye , Zhou Zhao , Yi Ren , Fei Wu

Text to speech (TTS) has been broadly used to synthesize natural and intelligible speech in different scenarios. Deploying TTS in various end devices such as mobile phones or embedded devices requires extremely small memory usage and…

声音 · 计算机科学 2021-02-09 Renqian Luo , Xu Tan , Rui Wang , Tao Qin , Jinzhu Li , Sheng Zhao , Enhong Chen , Tie-Yan Liu

Incremental text-to-speech (TTS) synthesis generates utterances in small linguistic units for the sake of real-time and low-latency applications. We previously proposed an incremental TTS method that leverages a large pre-trained language…

声音 · 计算机科学 2021-09-23 Takaaki Saeki , Shinnosuke Takamichi , Hiroshi Saruwatari

adaptNMT is an open-source application that offers a streamlined approach to the development and deployment of Recurrent Neural Networks and Transformer models. This application is built upon the widely-adopted OpenNMT ecosystem, and is…

计算与语言 · 计算机科学 2024-03-07 Séamus Lankford , Haithem Afli , Andy Way

Instruction-following text-to-speech (TTS) has emerged as an important capability for controllable and expressive speech generation, yet its evaluation remains underdeveloped due to limited benchmark coverage, weak diagnostic granularity,…

音频与语音处理 · 电气工程与系统科学 2026-04-21 Huakang Chen , Jingbin Hu , Liumeng Xue , Qirui Zhan , Wenhao Li , Guobin Ma , Hanke Xie , Dake Guo , Linhan Ma , Yuepeng Jiang , Bengu Wu , Pengyuan Xie , Chuan Xie , Qiang Zhang , Lei Xie

This paper presents an accented text-to-speech (TTS) synthesis framework with limited training data. We study two aspects concerning accent rendering: phonetic (phoneme difference) and prosodic (pitch pattern and phoneme duration)…

音频与语音处理 · 电气工程与系统科学 2023-05-09 Xuehao Zhou , Mingyang Zhang , Yi Zhou , Zhizheng Wu , Haizhou Li

This paper describes the Microsoft end-to-end neural text to speech (TTS) system: DelightfulTTS for Blizzard Challenge 2021. The goal of this challenge is to synthesize natural and high-quality speech from text, and we approach this goal in…

声音 · 计算机科学 2021-11-22 Yanqing Liu , Zhihang Xu , Gang Wang , Kuan Chen , Bohan Li , Xu Tan , Jinzhu Li , Lei He , Sheng Zhao

Speech transcription, emotion recognition, and language identification are usually considered to be three different tasks. Each one requires a different model with a different architecture and training process. We propose using a recurrent…

音频与语音处理 · 电气工程与系统科学 2022-07-29 Zvi Kons , Hagai Aronowitz , Edmilson Morais , Matheus Damasceno , Hong-Kwang Kuo , Samuel Thomas , George Saon

Remote-sensing applications often run on edge hardware that cannot host today's 7B-parameter multimodal language models. This paper introduces TinyRS, the first 2B-parameter multimodal small language model (MSLM) optimized for remote…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Aybora Koksal , A. Aydin Alatan

Using a text description as prompt to guide the generation of text or images (e.g., GPT-3 or DALLE-2) has drawn wide attention recently. Beyond text and image generation, in this work, we explore the possibility of utilizing text…

音频与语音处理 · 电气工程与系统科学 2022-11-23 Zhifang Guo , Yichong Leng , Yihan Wu , Sheng Zhao , Xu Tan