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Automatic dubbing aims at seamlessly replacing the speech in a video document with synthetic speech in a different language. The task implies many challenges, one of which is generating translations that not only convey the original…

Computation and Language · Computer Science 2021-10-11 Surafel M. Lakew , Marcello Federico , Yue Wang , Cuong Hoang , Yogesh Virkar , Roberto Barra-Chicote , Robert Enyedi

We introduce the task of isochrony-aware machine translation which aims at generating translations suitable for dubbing. Dubbing of a spoken sentence requires transferring the content as well as the speech-pause structure of the source into…

Computation and Language · Computer Science 2022-07-12 Derek Tam , Surafel M. Lakew , Yogesh Virkar , Prashant Mathur , Marcello Federico

Dubbing is a type of audiovisual translation where dialogues are translated and enacted so that they give the impression that the media is in the target language. It requires a careful alignment of dubbed recordings with the lip movements…

Computation and Language · Computer Science 2019-08-21 Alp Öktem , Mireia Farrús , Antonio Bonafonte

We describe a system for large-scale audiovisual translation and dubbing, which translates videos from one language to another. The source language's speech content is transcribed to text, translated, and automatically synthesized into…

Computer Vision and Pattern Recognition · Computer Science 2020-11-09 Yi Yang , Brendan Shillingford , Yannis Assael , Miaosen Wang , Wendi Liu , Yutian Chen , Yu Zhang , Eren Sezener , Luis C. Cobo , Misha Denil , Yusuf Aytar , Nando de Freitas

Automatic dubbing (AD) is the task of translating the original speech in a video into target language speech. The new target language speech should satisfy isochrony; that is, the new speech should be time aligned with the original video,…

Computation and Language · Computer Science 2023-02-28 Alexandra Chronopoulou , Brian Thompson , Prashant Mathur , Yogesh Virkar , Surafel M. Lakew , Marcello Federico

Dubbing is a post-production process of re-recording actors' dialogues, which is extensively used in filmmaking and video production. It is usually performed manually by professional voice actors who read lines with proper prosody, and in…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-16 Chenxu Hu , Qiao Tian , Tingle Li , Yuping Wang , Yuxuan Wang , Hang Zhao

Automatic Video Dubbing (AVD) aims to take the given script and generate speech that aligns with lip motion and prosody expressiveness. Current AVD models mainly utilize visual information of the current sentence to enhance the prosody of…

Multimedia · Computer Science 2024-09-05 Yuan Zhao , Zhenqi Jia , Rui Liu , De Hu , Feilong Bao , Guanglai Gao

We investigate how humans perform the task of dubbing video content from one language into another, leveraging a novel corpus of 319.57 hours of video from 54 professionally produced titles. This is the first such large-scale study we are…

Computation and Language · Computer Science 2024-05-16 William Brannon , Yogesh Virkar , Brian Thompson

Automatic dubbing, which generates a corresponding version of the input speech in another language, could be widely utilized in many real-world scenarios such as video and game localization. In addition to synthesizing the translated…

Sound · Computer Science 2024-07-08 Jingbei Li , Sipan Li , Ping Chen , Luwen Zhang , Yi Meng , Zhiyong Wu , Helen Meng , Qiao Tian , Yuping Wang , Yuxuan Wang

This paper introduces a cross-lingual dubbing system that translates speech from one language to another while preserving key characteristics such as duration, speaker identity, and speaking speed. Despite the strong translation quality of…

Computation and Language · Computer Science 2025-12-30 Jeongsoo Choi , Jaehun Kim , Joon Son Chung

In video dubbing, aligning translated audio with the source audio is a significant challenge. Our focus is on achieving this efficiently, tailored for real-time, on-device video dubbing scenarios. We developed a phoneme-based end-to-end…

Computation and Language · Computer Science 2025-06-03 Harveen Singh Chadha , Aswin Shanmugam Subramanian , Vikas Joshi , Shubham Bansal , Jian Xue , Rupeshkumar Mehta , Jinyu Li

The goal of automatic dubbing is to perform speech-to-speech translation while achieving audiovisual coherence. This entails isochrony, i.e., translating the original speech by also matching its prosodic structure into phrases and pauses,…

Computation and Language · Computer Science 2022-04-07 Yogesh Virkar , Marcello Federico , Robert Enyedi , Roberto Barra-Chicote

We present enhancements to a speech-to-speech translation pipeline in order to perform automatic dubbing. Our architecture features neural machine translation generating output of preferred length, prosodic alignment of the translation with…

Computation and Language · Computer Science 2020-02-04 Marcello Federico , Robert Enyedi , Roberto Barra-Chicote , Ritwik Giri , Umut Isik , Arvindh Krishnaswamy , Hassan Sawaf

To translate speech for automatic dubbing, machine translation needs to be isochronous, i.e. translated speech needs to be aligned with the source in terms of speech durations. We introduce target factors in a transformer model to predict…

Computation and Language · Computer Science 2023-05-23 Proyag Pal , Brian Thompson , Yogesh Virkar , Prashant Mathur , Alexandra Chronopoulou , Marcello Federico

Audio-visual alignment after dubbing is a challenging research problem. To this end, we propose a novel method, DubWise Multi-modal Large Language Model (LLM)-based Text-to-Speech (TTS), which can control the speech duration of synthesized…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-14 Neha Sahipjohn , Ashishkumar Gudmalwar , Nirmesh Shah , Pankaj Wasnik , Rajiv Ratn Shah

Movie dubbing seeks to synthesize speech from a given script using a specific voice, while ensuring accurate lip synchronization and emotion-prosody alignment with the character's visual performance. However, existing alignment approaches…

Sound · Computer Science 2025-12-22 Zhedong Zhang , Liang Li , Gaoxiang Cong , Chunshan Liu , Yuhan Gao , Xiaowan Wang , Tao Gu , Yuankai Qi

Movie Dubbing aims to convert scripts into speeches that align with the given movie clip in both temporal and emotional aspects while preserving the vocal timbre of a given brief reference audio. Existing methods focus primarily on reducing…

Current movie dubbing technology can produce the desired speech using a reference voice and input video, maintaining perfect synchronization with the visuals while effectively conveying the intended emotions. However, crucial aspects of…

Multimedia · Computer Science 2025-05-23 Junjie Zheng , Zihao Chen , Chaofan Ding , Yunming Liang , Yihan Fan , Huan Yang , Lei Xie , Xinhan Di

Dubbing is a technique for translating video content from one language to another. However, state-of-the-art visual dubbing techniques directly copy facial expressions from source to target actors without considering identity-specific…

Computer Vision and Pattern Recognition · Computer Science 2019-09-09 Hyeongwoo Kim , Mohamed Elgharib , Michael Zollhöfer , Hans-Peter Seidel , Thabo Beeler , Christian Richardt , Christian Theobalt

Given a piece of text, a video clip, and a reference audio, the movie dubbing task aims to generate speech that aligns with the video while cloning the desired voice. The existing methods have two primary deficiencies: (1) They struggle to…

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