English
Related papers

Related papers: Can We Achieve High-quality Direct Speech-to-Speec…

200 papers

Direct speech-to-speech translation (S2ST) is an attractive research topic with many advantages compared to cascaded S2ST. However, direct S2ST suffers from the data scarcity problem because the corpora from speech of the source language to…

Sound · Computer Science 2022-11-01 Kun Wei , Long Zhou , Ziqiang Zhang , Liping Chen , Shujie Liu , Lei He , Jinyu Li , Furu Wei

Direct speech-to-speech translation (S2ST) has gradually become popular as it has many advantages compared with cascade S2ST. However, current research mainly focuses on the accuracy of semantic translation and ignores the speech style…

Sound · Computer Science 2023-07-26 Kun Song , Yi Ren , Yi Lei , Chunfeng Wang , Kun Wei , Lei Xie , Xiang Yin , Zejun Ma

We present a textless speech-to-speech translation (S2ST) system that can translate speech from one language into another language and can be built without the need of any text data. Different from existing work in the literature, we tackle…

Computation and Language · Computer Science 2022-05-06 Ann Lee , Hongyu Gong , Paul-Ambroise Duquenne , Holger Schwenk , Peng-Jen Chen , Changhan Wang , Sravya Popuri , Yossi Adi , Juan Pino , Jiatao Gu , Wei-Ning Hsu

End-to-end speech-to-speech translation (S2ST) without relying on intermediate text representations is a rapidly emerging frontier of research. Recent works have demonstrated that the performance of such direct S2ST systems is approaching…

Computation and Language · Computer Science 2022-06-29 Ye Jia , Yifan Ding , Ankur Bapna , Colin Cherry , Yu Zhang , Alexis Conneau , Nobuyuki Morioka

Speech-to-Speech Translation (S2ST) models transform speech from one language to another target language with the same linguistic information. S2ST is important for bridging the communication gap among communities and has diverse…

Computation and Language · Computer Science 2024-11-25 Mahendra Gupta , Maitreyee Dutta , Chandresh Kumar Maurya

Direct speech-to-speech translation (S2ST) models suffer from data scarcity issues as there exists little parallel S2ST data, compared to the amount of data available for conventional cascaded systems that consist of automatic speech…

Computation and Language · Computer Science 2022-09-14 Sravya Popuri , Peng-Jen Chen , Changhan Wang , Juan Pino , Yossi Adi , Jiatao Gu , Wei-Ning Hsu , Ann Lee

Research on speech-to-speech translation (S2ST) has progressed rapidly in recent years. Many end-to-end systems have been proposed and show advantages over conventional cascade systems, which are often composed of recognition, translation…

Computation and Language · Computer Science 2022-11-17 Xinjian Li , Ye Jia , Chung-Cheng Chiu

We present a direct speech-to-speech translation (S2ST) model that translates speech from one language to speech in another language without relying on intermediate text generation. We tackle the problem by first applying a self-supervised…

Computation and Language · Computer Science 2022-03-23 Ann Lee , Peng-Jen Chen , Changhan Wang , Jiatao Gu , Sravya Popuri , Xutai Ma , Adam Polyak , Yossi Adi , Qing He , Yun Tang , Juan Pino , Wei-Ning Hsu

Speech to speech translation (S2ST) is a transformative technology that bridges global communication gaps, enabling real time multilingual interactions in diplomacy, tourism, and international trade. Our review examines the evolution of…

Computation and Language · Computer Science 2025-03-10 Mohammad Sarim , Saim Shakeel , Laeeba Javed , Jamaluddin , Mohammad Nadeem

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…

Sound · Computer Science 2023-04-11 Jiatong Shi , Yun Tang , Ann Lee , Hirofumi Inaguma , Changhan Wang , Juan Pino , Shinji Watanabe

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…

Computation and Language · Computer Science 2025-11-18 Sina Rashidi , Hossein Sameti

Direct speech-to-speech translation (S2ST) with discrete self-supervised representations has achieved remarkable accuracy, but is unable to preserve the speaker timbre of the source speech. Meanwhile, the scarcity of high-quality…

Sound · Computer Science 2024-07-22 Yongqi Wang , Jionghao Bai , Rongjie Huang , Ruiqi Li , Zhiqing Hong , Zhou Zhao

Existing speech-to-speech translation (S2ST) models fall into two camps: they either leverage text as an intermediate step or require hundreds of hours of parallel speech data. Both approaches are incompatible with textless languages or…

Computation and Language · Computer Science 2024-11-08 Anuj Diwan , Anirudh Srinivasan , David Harwath , Eunsol Choi

Direct speech-to-speech translation (S2ST) aims to convert speech from one language into another, and has demonstrated significant progress to date. Despite the recent success, current S2ST models still suffer from distinct degradation in…

Computation and Language · Computer Science 2023-05-25 Rongjie Huang , Huadai Liu , Xize Cheng , Yi Ren , Linjun Li , Zhenhui Ye , Jinzheng He , Lichao Zhang , Jinglin Liu , Xiang Yin , Zhou Zhao

End-to-end speech-to-speech translation (S2ST) systems typically struggle with a critical data bottleneck: the scarcity of parallel speech-to-speech corpora. To overcome this, we introduce RosettaSpeech, a novel zero-shot framework trained…

Audio and Speech Processing · Electrical Eng. & Systems 2026-02-17 Zhisheng Zheng , Xiaohang Sun , Tuan Dinh , Abhishek Yanamandra , Abhinav Jain , Zhu Liu , Sunil Hadap , Vimal Bhat , Manoj Aggarwal , Gerard Medioni , David Harwath

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…

Computation and Language · Computer Science 2022-06-28 Ye Jia , Michelle Tadmor Ramanovich , Quan Wang , Heiga Zen

Current research in speech-to-speech translation (S2ST) primarily concentrates on translation accuracy and speech naturalness, often overlooking key elements like paralinguistic information, which is essential for conveying emotions and…

Computation and Language · Computer Science 2025-02-04 Anna Min , Chenxu Hu , Yi Ren , Hang Zhao

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…

Sound · Computer Science 2025-11-10 Rui Zhou , Akinori Ito , Takashi Nose

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…

Computation and Language · Computer Science 2022-01-14 Xutai Ma , Hongyu Gong , Danni Liu , Ann Lee , Yun Tang , Peng-Jen Chen , Wei-Ning Hsu , Phillip Koehn , Juan Pino

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…

Computation and Language · Computer Science 2022-04-18 Qianqian Dong , Mingxuan Wang , Hao Zhou , Shuang Xu , Bo Xu , Lei Li
‹ Prev 1 2 3 10 Next ›