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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…

声音 · 计算机科学 2025-03-19 Zhedong Zhang , Liang Li , Chenggang Yan , Chunshan Liu , Anton van den Hengel , Yuankai Qi

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…

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…

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…

计算机视觉与模式识别 · 计算机科学 2026-04-06 Ngoc-Son Nguyen , Thanh V. T. Tran , Jeongsoo Choi , Hieu-Nghia Huynh-Nguyen , Truong-Son Hy , Van Nguyen

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…

多媒体 · 计算机科学 2024-09-05 Yuan Zhao , Zhenqi Jia , Rui Liu , De Hu , Feilong Bao , Guanglai Gao

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…

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…

计算与语言 · 计算机科学 2025-11-19 Rui Liu , Yuan Zhao , Zhenqi Jia

Movie dubbing is the task of synthesizing speech from scripts conditioned on video scenes, requiring accurate lip sync, faithful timbre transfer, and proper modeling of character identity and emotion. However, existing methods face two…

计算机视觉与模式识别 · 计算机科学 2026-01-22 Jiaxuan Liu , Yang Xiang , Han Zhao , Xiangang Li , Zhenhua Ling

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,…

计算与语言 · 计算机科学 2022-04-07 Yogesh Virkar , Marcello Federico , Robert Enyedi , Roberto Barra-Chicote

Movie dubbing aims to synthesize speech that preserves the vocal identity of a reference audio while synchronizing with the lip movements in a target video. Existing methods fail to achieve precise lip-sync and lack naturalness due to…

声音 · 计算机科学 2026-04-15 Gaoxiang Cong , Liang Li , Jiaxin Ye , Zhedong Zhang , Hongming Shan , Yuankai Qi , Qingming Huang

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…

计算与语言 · 计算机科学 2019-08-21 Alp Öktem , Mireia Farrús , Antonio Bonafonte

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.…

计算机视觉与模式识别 · 计算机科学 2024-01-12 Jack Saunders , Vinay Namboodiri

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…

音频与语音处理 · 电气工程与系统科学 2022-03-16 Chenxu Hu , Qiao Tian , Tingle Li , Yuping Wang , Yuxuan Wang , Hang Zhao

Visual dubbing, the synchronization of facial movements with new speech, is crucial for making content accessible across different languages, enabling broader global reach. However, current methods face significant limitations. Existing…

计算机视觉与模式识别 · 计算机科学 2025-05-30 Binyamin Manela , Sharon Gannot , Ethan Fetyaya

Video dubbing aims to synthesize realistic, lip-synced videos from a reference video and a driving audio signal. Although existing methods can accurately generate mouth shapes driven by audio, they often fail to preserve identity-specific…

计算机视觉与模式识别 · 计算机科学 2025-01-10 Runzhen Liu , Qinjie Lin , Yunfei Liu , Lijian Lin , Ye Zhu , Yu Li , Chuhua Xian , Fa-Ting Hong

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…

计算机视觉与模式识别 · 计算机科学 2019-09-09 Hyeongwoo Kim , Mohamed Elgharib , Michael Zollhöfer , Hans-Peter Seidel , Thabo Beeler , Christian Richardt , Christian Theobalt

Audio-driven visual dubbing aims to synchronize a video's lip movements with new speech but is fundamentally challenged by the lack of ideal training data: paired videos differing only in lip motion. Existing methods circumvent this via…

计算机视觉与模式识别 · 计算机科学 2026-03-25 Xu He , Haoxian Zhang , Hejia Chen , Changyuan Zheng , Liyang Chen , Songlin Tang , Jiehui Huang , Xiaoqiang Liu , Pengfei Wan , Zhiyong Wu

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…

计算与语言 · 计算机科学 2023-12-06 Yihan Wu , Junliang Guo , Xu Tan , Chen Zhang , Bohan Li , Ruihua Song , Lei He , Sheng Zhao , Arul Menezes , Jiang Bian

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…

多媒体 · 计算机科学 2025-05-23 Junjie Zheng , Zihao Chen , Chaofan Ding , Yunming Liang , Yihan Fan , Huan Yang , Lei Xie , Xinhan Di

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…

计算与语言 · 计算机科学 2023-04-05 Gaoxiang Cong , Liang Li , Yuankai Qi , Zhengjun Zha , Qi Wu , Wenyu Wang , Bin Jiang , Ming-Hsuan Yang , Qingming Huang
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