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Visual dubbing is the process of generating lip motions of an actor in a video to synchronise with given audio. Recent advances have made progress towards this goal but have not been able to produce an approach suitable for mass adoption.…

Computer Vision and Pattern Recognition · Computer Science 2024-01-12 Jack Saunders , Vinay Namboodiri

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

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

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

Video dubbing aims to translate the original speech in a film or television program into the speech in a target language, which can be achieved with a cascaded system consisting of speech recognition, machine translation and speech…

Computation and Language · Computer Science 2023-12-06 Yihan Wu , Junliang Guo , Xu Tan , Chen Zhang , Bohan Li , Ruihua Song , Lei He , Sheng Zhao , Arul Menezes , Jiang Bian

The automatic movie dubbing model generates vivid speech from given scripts, replicating a speaker's timbre from a brief timbre prompt while ensuring lip-sync with the silent video. Existing approaches simulate a simplified workflow where…

Computation and Language · Computer Science 2025-11-19 Rui Liu , Yuan Zhao , Zhenqi Jia

We present VoiceCraft-Dub, a novel approach for automated video dubbing that synthesizes high-quality speech from text and facial cues. This task has broad applications in filmmaking, multimedia creation, and assisting voice-impaired…

Computer Vision and Pattern Recognition · Computer Science 2025-04-04 Kim Sung-Bin , Jeongsoo Choi , Puyuan Peng , Joon Son Chung , Tae-Hyun Oh , David Harwath

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

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

Given a piece of text, a video clip and a reference audio, the movie dubbing (also known as visual voice clone V2C) task aims to generate speeches that match the speaker's emotion presented in the video using the desired speaker voice as…

Computation and Language · Computer Science 2023-04-05 Gaoxiang Cong , Liang Li , Yuankai Qi , Zhengjun Zha , Qi Wu , Wenyu Wang , Bin Jiang , Ming-Hsuan Yang , Qingming Huang

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

Video dubbing requires content accuracy, expressive prosody, high-quality acoustics, and precise lip synchronization, yet existing approaches struggle on all four fronts. To address these issues, we propose DiFlowDubber, the first video…

Computer Vision and Pattern Recognition · Computer Science 2026-04-06 Ngoc-Son Nguyen , Thanh V. T. Tran , Jeongsoo Choi , Hieu-Nghia Huynh-Nguyen , Truong-Son Hy , Van Nguyen

Given a script, the challenge in Movie Dubbing (Visual Voice Cloning, V2C) is to generate speech that aligns well with the video in both time and emotion, based on the tone of a reference audio track. Existing state-of-the-art V2C models…

Computation and Language · Computer Science 2024-07-03 Gaoxiang Cong , Yuankai Qi , Liang Li , Amin Beheshti , Zhedong Zhang , Anton van den Hengel , Ming-Hsuan Yang , Chenggang Yan , Qingming Huang

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…

In this paper, we propose a neural end-to-end system for voice preserving, lip-synchronous translation of videos. The system is designed to combine multiple component models and produces a video of the original speaker speaking in the…

Video dubbing aims to generate high-fidelity speech that is precisely temporally aligned with the visual content. Existing methods still suffer from limitations in speech naturalness and audio-visual synchronization, and are limited to…

Audio and Speech Processing · Electrical Eng. & Systems 2025-12-08 Kaidi Wang , Yi He , Wenhao Guan , Weijie Wu , Hongwu Ding , Xiong Zhang , Di Wu , Meng Meng , Jian Luan , Lin Li , Qingyang Hong

Recent advances in deep learning for sequential data have given rise to fast and powerful models that produce realistic videos of talking humans. The state of the art in talking face generation focuses mainly on lip-syncing, being…

Computer Vision and Pattern Recognition · Computer Science 2023-12-12 Georgios Milis , Panagiotis P. Filntisis , Anastasios Roussos , Petros Maragos

We present Neural Voice Puppetry, a novel approach for audio-driven facial video synthesis. Given an audio sequence of a source person or digital assistant, we generate a photo-realistic output video of a target person that is in sync with…

Computer Vision and Pattern Recognition · Computer Science 2020-07-30 Justus Thies , Mohamed Elgharib , Ayush Tewari , Christian Theobalt , Matthias Nießner

Movie dubbing describes the process of transforming a script into speech that aligns temporally and emotionally with a given movie clip while exemplifying the speaker's voice demonstrated in a short reference audio clip. This task demands…

Sound · Computer Science 2025-03-19 Zhedong Zhang , Liang Li , Chenggang Yan , Chunshan Liu , Anton van den Hengel , Yuankai Qi

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
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