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Direct speech-to-speech translation (S2ST) is among the most challenging problems in the translation paradigm due to the significant scarcity of S2ST data. While effort has been made to increase the data size from unlabeled speech by…

计算与语言 · 计算机科学 2022-10-27 Xuan-Phi Nguyen , Sravya Popuri , Changhan Wang , Yun Tang , Ilia Kulikov , Hongyu Gong

The ultimate goal of expressive speech-to-speech translation (S2ST) is to accurately translate spoken content while preserving the speaker identity and emotional style. However, progress in this field is largely hindered by three key…

声音 · 计算机科学 2025-09-26 Sitong Cheng , Weizhen Bian , Xinsheng Wang , Ruibin Yuan , Jianyi Chen , Shunshun Yin , Yike Guo , Wei Xue

Speech-to-Speech Translation (S2ST) refers to the conversion of speech in one language into semantically equivalent speech in another language, facilitating communication between speakers of different languages. Speech-to-Discrete Unit…

声音 · 计算机科学 2025-11-10 Rui Zhou , Akinori Ito , Takashi Nose

Speech-aware language models (LMs) have demonstrated capabilities in understanding spoken language while generating text-based responses. However, enabling them to produce speech output efficiently and effectively remains a challenge. In…

音频与语音处理 · 电气工程与系统科学 2026-02-12 Yuxuan Hu , Haibin Wu , Ruchao Fan , Xiaofei Wang , Heng Lu , Yao Qian , Jinyu Li

In this paper, we propose a textless acoustic model with a self-supervised distillation strategy for noise-robust expressive speech-to-speech translation (S2ST). Recently proposed expressive S2ST systems have achieved impressive…

计算与语言 · 计算机科学 2024-06-06 Min-Jae Hwang , Ilia Kulikov , Benjamin Peloquin , Hongyu Gong , Peng-Jen Chen , Ann Lee

Speech-to-speech translation (S2ST) enables spoken communication between people talking in different languages. Despite a few studies on multilingual S2ST, their focus is the multilinguality on the source side, i.e., the translation from…

计算与语言 · 计算机科学 2023-07-18 Hongyu Gong , Ning Dong , Sravya Popuri , Vedanuj Goswami , Ann Lee , Juan Pino

We introduce CVSS, a massively multilingual-to-English speech-to-speech translation (S2ST) corpus, covering sentence-level parallel S2ST pairs from 21 languages into English. CVSS is derived from the Common Voice speech corpus and the…

计算与语言 · 计算机科学 2022-06-28 Ye Jia , Michelle Tadmor Ramanovich , Quan Wang , Heiga Zen

Direct speech-to-speech translation (S2ST), in which all components are trained jointly, is an attractive alternative to cascaded systems because it offers a simpler pipeline and lower inference latency. However, direct S2ST models require…

计算与语言 · 计算机科学 2025-11-18 Sina Rashidi , Hossein Sameti

We present a direct simultaneous speech-to-speech translation (Simul-S2ST) model, Furthermore, the generation of translation is independent from intermediate text representations. Our approach leverages recent progress on direct…

计算与语言 · 计算机科学 2022-01-14 Xutai Ma , Hongyu Gong , Danni Liu , Ann Lee , Yun Tang , Peng-Jen Chen , Wei-Ning Hsu , Phillip Koehn , Juan Pino

Direct Speech-to-Speech Translation (S2ST) has gained increasing attention for its ability to translate speech from one language to another, while reducing error propagation and latency inherent in traditional cascaded pipelines. However,…

音频与语音处理 · 电气工程与系统科学 2026-01-23 Lalaram Arya , Mrinmoy Bhattacharjee , Adarsh C. R. , S. R. Mahadeva Prasanna

This paper presents CrossVoice, a novel cascade-based Speech-to-Speech Translation (S2ST) system employing advanced ASR, MT, and TTS technologies with cross-lingual prosody preservation through transfer learning. We conducted comprehensive…

计算与语言 · 计算机科学 2024-06-19 Medha Hira , Arnav Goel , Anubha Gupta

It has been known that direct speech-to-speech translation (S2ST) models usually suffer from the data scarcity issue because of the limited existing parallel materials for both source and target speech. Therefore to train a direct S2ST…

声音 · 计算机科学 2023-04-11 Jiatong Shi , Yun Tang , Ann Lee , Hirofumi Inaguma , Changhan Wang , Juan Pino , Shinji Watanabe

Expressive speech-to-speech translation (S2ST) is a key research topic in seamless communication, which focuses on the preservation of semantics and speaker vocal style in translated speech. Early works synthesized speaker style aligned…

计算与语言 · 计算机科学 2024-06-03 Hongyu Gong , Bandhav Veluri

Text-to-speech(TTS) has undergone remarkable improvements in performance, particularly with the advent of Denoising Diffusion Probabilistic Models (DDPMs). However, the perceived quality of audio depends not solely on its content, pitch,…

音频与语音处理 · 电气工程与系统科学 2024-04-23 Huadai Liu , Rongjie Huang , Xuan Lin , Wenqiang Xu , Maozong Zheng , Hong Chen , Jinzheng He , Zhou Zhao

Simultaneous speech-to-speech translation (S2ST) holds the promise of breaking down communication barriers and enabling fluid conversations across languages. However, achieving accurate, real-time translation through mobile devices remains…

音频与语音处理 · 电气工程与系统科学 2024-06-05 Alex Agranovich , Eliya Nachmani , Oleg Rybakov , Yifan Ding , Ye Jia , Nadav Bar , Heiga Zen , Michelle Tadmor Ramanovich

We present a prosody-guided framework for speech-to-speech translation (S2ST) that aligns and translates speech \emph{without} transcripts by leveraging cross-linguistic pause synchrony. Analyzing a 6{,}000-hour East African news corpus…

音频与语音处理 · 电气工程与系统科学 2025-06-12 Peter Ochieng , Dennis Kaburu

Speech-to-text translation (ST), which translates source language speech into target language text, has attracted intensive attention in recent years. Compared to the traditional pipeline system, the end-to-end ST model has potential…

计算与语言 · 计算机科学 2019-12-17 Yuchen Liu , Jiajun Zhang , Hao Xiong , Long Zhou , Zhongjun He , Hua Wu , Haifeng Wang , Chengqing Zong

Speech-to-text translation (ST), which directly translates the source language speech to the target language text, has attracted intensive attention recently. However, the combination of speech recognition and machine translation in a…

计算与语言 · 计算机科学 2022-04-18 Qianqian Dong , Mingxuan Wang , Hao Zhou , Shuang Xu , Bo Xu , Lei Li

Audio-Visual Speech-to-Speech Translation typically prioritizes improving translation quality and naturalness. However, an equally critical aspect in audio-visual content is lip-synchrony-ensuring that the movements of the lips match the…

Multi-media communications facilitate global interaction among people. However, despite researchers exploring cross-lingual translation techniques such as machine translation and audio speech translation to overcome language barriers, there…

计算机视觉与模式识别 · 计算机科学 2023-03-10 Xize Cheng , Linjun Li , Tao Jin , Rongjie Huang , Wang Lin , Zehan Wang , Huangdai Liu , Ye Wang , Aoxiong Yin , Zhou Zhao