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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

Current movie dubbing technology can generate the desired voice from a given speech prompt, ensuring good synchronization between speech and visuals while accurately conveying the intended emotions. However, in movie dubbing, key aspects…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Junjie Zheng , Zihao Chen , Chaofan Ding , Xinhan Di

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

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 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

Text-to-Audio (TTA) generation has made rapid progress, but current evaluation methods remain narrow, focusing mainly on perceptual quality while overlooking robustness, generalization, and ethical concerns. We present TTA-Bench, a…

声音 · 计算机科学 2025-09-03 Hui Wang , Cheng Liu , Junyang Chen , Haoze Liu , Yuhang Jia , Shiwan Zhao , Jiaming Zhou , Haoqin Sun , Hui Bu , Yong Qin

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…

声音 · 计算机科学 2024-07-08 Jingbei Li , Sipan Li , Ping Chen , Luwen Zhang , Yi Meng , Zhiyong Wu , Helen Meng , Qiao Tian , Yuping Wang , Yuxuan Wang

With the rapid integration of advanced reasoning capabilities into spoken dialogue models, the field urgently demands benchmarks that transcend simple interactions to address real-world complexity. However, current evaluations predominantly…

计算与语言 · 计算机科学 2026-02-16 Yangzhuo Li , Shengpeng Ji , Yifu Chen , Tianle Liang , Haorong Ying , Yule Wang , Junbo Li , Jun Fang , Zhou Zhao

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…

声音 · 计算机科学 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…

Task-oriented dialogue systems have been plagued by the difficulties of obtaining large-scale and high-quality annotated conversations. Furthermore, most of the publicly available datasets only include written conversations, which are…

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…

计算机视觉与模式识别 · 计算机科学 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

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…

计算与语言 · 计算机科学 2025-12-30 Jeongsoo Choi , Jaehun Kim , Joon Son Chung

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

Spoken dialogue modeling poses challenges beyond text-based language modeling, requiring real-time interaction, turn-taking, and backchanneling. While most Spoken Dialogue Models (SDMs) operate in half-duplex mode-processing one turn at a…

计算与语言 · 计算机科学 2025-08-19 Guan-Ting Lin , Jiachen Lian , Tingle Li , Qirui Wang , Gopala Anumanchipalli , Alexander H. Liu , Hung-yi Lee

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…

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

Full-duplex spoken dialogue systems promise to transform human-machine interaction from a rigid, turn-based protocol into a fluid, natural conversation. However, the central challenge to realizing this vision, managing overlapping speech,…

音频与语音处理 · 电气工程与系统科学 2026-04-28 Guan-Ting Lin , Shih-Yun Shan Kuan , Qirui Wang , Jiachen Lian , Tingle Li , Shinji Watanabe , Hung-yi Lee

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…

Audio classifiers frequently face domain shift, when models trained on one dataset lose accuracy on data recorded in acoustically different conditions. Previous Test-Time Adaptation (TTA) research in speech and sound analysis often…

声音 · 计算机科学 2025-11-25 Weichuang Shao , Iman Yi Liao , Tomas Henrique Bode Maul , Tissa Chandesa
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