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This paper introduces a parallel and asynchronous Transformer framework designed for efficient and accurate multilingual lip synchronization in real-time video conferencing systems. The proposed architecture integrates translation, speech…

Multimedia · Computer Science 2025-12-23 Eren Caglar , Amirkia Rafiei Oskooei , Mehmet Kutanoglu , Mustafa Keles , Mehmet S. Aktas

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

Despite the fact that text-to-video (TTV) model has recently achieved remarkable success, there have been few approaches on TTV for its extension to video editing. Motivated by approaches on TTV models adapting from diffusion-based…

Computer Vision and Pattern Recognition · Computer Science 2023-11-20 Chaehun Shin , Heeseung Kim , Che Hyun Lee , Sang-gil Lee , Sungroh Yoon

Recent advances in diffusion-based text-to-image generation have demonstrated promising results through visual condition control. However, existing ControlNet-like methods struggle with compositional visual conditioning - simultaneously…

Computer Vision and Pattern Recognition · Computer Science 2026-05-25 Yanjie Pan , Qingdong He , Zhengkai Jiang , Pengcheng Xu , Chaoyi Wang , Jinlong Peng , Haoxuan Wang , Yun Cao , Zhenye Gan , Mingmin Chi , Bo Peng , Yabiao Wang

Audio and visual modalities are inherently connected in speech signals: lip movements and facial expressions are correlated with speech sounds. This motivates studies that incorporate the visual modality to enhance an acoustic speech signal…

Sound · Computer Science 2023-06-02 Juan F. Montesinos , Daniel Michelsanti , Gloria Haro , Zheng-Hua Tan , Jesper Jensen

Automatic speech recognition can potentially benefit from the lip motion patterns, complementing acoustic speech to improve the overall recognition performance, particularly in noise. In this paper we propose an audio-visual fusion strategy…

Audio and Speech Processing · Electrical Eng. & Systems 2019-05-02 George Sterpu , Christian Saam , Naomi Harte

Most lip-to-speech (LTS) synthesis models are trained and evaluated under the assumption that the audio-video pairs in the dataset are perfectly synchronized. In this work, we show that the commonly used audio-visual datasets, such as GRID,…

Sound · Computer Science 2023-03-02 Zhe Niu , Brian Mak

In recent years, creative content generations like style transfer and neural photo editing have attracted more and more attention. Among these, cartoonization of real-world scenes has promising applications in entertainment and industry.…

Computer Vision and Pattern Recognition · Computer Science 2022-04-05 Zhenhuan Liu , Liang Li , Huajie Jiang , Xin Jin , Dandan Tu , Shuhui Wang , Zheng-Jun Zha

Machines that can represent and describe environmental soundscapes have practical potential, e.g., for audio tagging and captioning systems. Prevailing learning paradigms have been relying on parallel audio-text data, which is, however,…

Sound · Computer Science 2022-05-04 Yanpeng Zhao , Jack Hessel , Youngjae Yu , Ximing Lu , Rowan Zellers , Yejin Choi

The process through which humans perceive and learn visual representations in dynamic environments is highly complex. From a structural perspective, the human eye decouples the functions of cone and rod cells: cones are primarily…

Computer Vision and Pattern Recognition · Computer Science 2025-10-02 Gaole Dai , Menghang Dong , Rongyu Zhang , Ruichuan An , Shanghang Zhang , Tiejun Huang

Self-supervised audio-visual learning aims to capture useful representations of video by leveraging correspondences between visual and audio inputs. Existing approaches have focused primarily on matching semantic information between the…

Computer Vision and Pattern Recognition · Computer Science 2020-06-15 Karren Yang , Bryan Russell , Justin Salamon

Recent advances in Video-to-Audio (V2A) generation have achieved impressive perceptual quality and temporal synchronization, yet most models remain appearance-driven, capturing visual-acoustic correlations without considering the physical…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Oh Hyun-Bin , Yuhta Takida , Toshimitsu Uesaka , Tae-Hyun Oh , Yuki Mitsufuji

In autonomous driving, multi-modal perception tasks like 3D object detection typically rely on well-synchronized sensors, both at training and inference. However, despite the use of hardware- or software-based synchronization algorithms,…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Shiming Wang , Holger Caesar , Liangliang Nan , Julian F. P. Kooij

Current open-source diffusion models struggle to generate stable and synchronized audio-visual content, particularly in scenarios demanding complex semantic reasoning. The root cause is that existing methods rely on coarse text embeddings…

Computer Vision and Pattern Recognition · Computer Science 2026-05-26 Shuyuan Tu , Qi Tian , Zihan Yang , Yue Wu , Xintong Han , Weijie Kong , Jiangfeng Xiong , Jian-Wei Zhang , Zhao Zhong , Liefeng Bo , Zuxuan Wu , Yu-Gang Jiang

Recent advances in diffusion-based lip-syncing generative models have demonstrated their ability to produce highly synchronized talking face videos for visual dubbing. Although these models excel at lip synchronization, they often struggle…

Computer Vision and Pattern Recognition · Computer Science 2025-09-03 Yanyu Zhu , Lichen Bai , Jintao Xu , Hai-tao Zheng

Systematic compositionality, or the ability to adapt to novel situations by creating a mental model of the world using reusable pieces of knowledge, remains a significant challenge in machine learning. While there has been considerable…

Computer Vision and Pattern Recognition · Computer Science 2023-11-16 Yeongbin Kim , Gautam Singh , Junyeong Park , Caglar Gulcehre , Sungjin Ahn

Visual and auditory perception are two crucial ways humans experience the world. Text-to-video generation has made remarkable progress over the past year, but the absence of harmonious audio in generated video limits its broader…

Sound · Computer Science 2025-03-25 Yong Ren , Chenxing Li , Manjie Xu , Wei Liang , Yu Gu , Rilin Chen , Dong Yu

End-to-end audio-conditioned latent diffusion models (LDMs) have been widely adopted for audio-driven portrait animation, demonstrating their effectiveness in generating lifelike and high-resolution talking videos. However, direct…

Computer Vision and Pattern Recognition · Computer Science 2025-03-14 Chunyu Li , Chao Zhang , Weikai Xu , Jingyu Lin , Jinghui Xie , Weiguo Feng , Bingyue Peng , Cunjian Chen , Weiwei Xing

Audio-visual speaker extraction has attracted increasing attention, as it removes the need for pre-registered speech and leverages the visual modality as a complement to audio. Although existing methods have achieved impressive performance,…

Multimedia · Computer Science 2026-03-03 Jiadong Wang , Ke Zhang , Xinyuan Qian , Ruijie Tao , Haizhou Li , Björn Schuller

While accurate lip synchronization has been achieved for arbitrary-subject audio-driven talking face generation, the problem of how to efficiently drive the head pose remains. Previous methods rely on pre-estimated structural information…

Computer Vision and Pattern Recognition · Computer Science 2021-04-23 Hang Zhou , Yasheng Sun , Wayne Wu , Chen Change Loy , Xiaogang Wang , Ziwei Liu
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