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Recent studies have shown impressive performance in Lip-to-speech synthesis that aims to reconstruct speech from visual information alone. However, they have been suffering from synthesizing accurate speech in the wild, due to insufficient…

声音 · 计算机科学 2023-02-20 Minsu Kim , Joanna Hong , Yong Man Ro

In this paper, we present a video-based learning framework for animating personalized 3D talking faces from audio. We introduce two training-time data normalizations that significantly improve data sample efficiency. First, we isolate and…

计算机视觉与模式识别 · 计算机科学 2021-06-09 Avisek Lahiri , Vivek Kwatra , Christian Frueh , John Lewis , Chris Bregler

Taking inspiration from recent developments in visual generative tasks using diffusion models, we propose a method for end-to-end speech-driven video editing using a denoising diffusion model. Given a video of a talking person, and a…

计算机视觉与模式识别 · 计算机科学 2023-05-12 Dan Bigioi , Shubhajit Basak , Michał Stypułkowski , Maciej Zięba , Hugh Jordan , Rachel McDonnell , Peter Corcoran

The goal of this work is to synchronise audio and video of a talking face using deep neural network models. Existing works have trained networks on proxy tasks such as cross-modal similarity learning, and then computed similarities between…

计算机视觉与模式识别 · 计算机科学 2021-03-22 You Jin Kim , Hee Soo Heo , Soo-Whan Chung , Bong-Jin Lee

The emergence of commercial tools for real-time performance-based 2D animation has enabled 2D characters to appear on live broadcasts and streaming platforms. A key requirement for live animation is fast and accurate lip sync that allows…

图形学 · 计算机科学 2019-10-22 Deepali Aneja , Wilmot Li

The Video-to-Audio (V2A) model has recently gained attention for its practical application in generating audio directly from silent videos, particularly in video/film production. However, previous methods in V2A have limited generation…

声音 · 计算机科学 2023-07-03 Simian Luo , Chuanhao Yan , Chenxu Hu , Hang Zhao

The task of few-shot visual dubbing focuses on synchronizing the lip movements with arbitrary speech input for any talking head video. Albeit moderate improvements in current approaches, they commonly require high-quality homologous data…

计算机视觉与模式识别 · 计算机科学 2022-01-19 Tianyi Xie , Liucheng Liao , Cheng Bi , Benlai Tang , Xiang Yin , Jianfei Yang , Mingjie Wang , Jiali Yao , Yang Zhang , Zejun Ma

Real-time video dubbing that preserves identity consistency while achieving accurate lip synchronization remains a critical challenge. Existing approaches face a trilemma: diffusion-based methods achieve high visual fidelity but suffer from…

计算机视觉与模式识别 · 计算机科学 2025-03-27 Yue Zhang , Zhizhou Zhong , Minhao Liu , Zhaokang Chen , Bin Wu , Yubin Zeng , Chao Zhan , Yingjie He , Junxin Huang , Wenjiang Zhou

Significant progress has been made in talking-face video generation research; however, precise lip-audio synchronization and high visual quality remain challenging in editing lip shapes based on input audio. This paper introduces JoyGen, a…

计算机视觉与模式识别 · 计算机科学 2025-01-06 Qili Wang , Dajiang Wu , Zihang Xu , Junshi Huang , Jun Lv

Audio-driven talking head generation is a significant and challenging task applicable to various fields such as virtual avatars, film production, and online conferences. However, the existing GAN-based models emphasize generating…

计算机视觉与模式识别 · 计算机科学 2024-08-06 Jintao Tan , Xize Cheng , Lingyu Xiong , Lei Zhu , Xiandong Li , Xianjia Wu , Kai Gong , Minglei Li , Yi Cai

Audio-visual (AV) lip biometrics is a promising authentication technique that leverages the benefits of both the audio and visual modalities in speech communication. Previous works have demonstrated the usefulness of AV lip biometrics.…

多媒体 · 计算机科学 2021-04-27 Meng Liu , Longbiao Wang , Kong Aik Lee , Hanyi Zhang , Chang Zeng , Jianwu Dang

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

Audio-driven talking head generation is critical for applications such as virtual assistants, video games, and films, where natural lip movements are essential. Despite progress in this field, challenges remain in producing both consistent…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Yucheng Wang , Dan Xu

Speech-driven 3D facial animation plays a key role in applications such as virtual avatars, gaming, and digital content creation. While existing methods have made significant progress in achieving accurate lip synchronization and generating…

图形学 · 计算机科学 2025-07-16 Yifang Pan , Karan Singh , Luiz Gustavo Hafemann

Lip-syncing videos with given audio is the foundation for various applications including the creation of virtual presenters or performers. While recent studies explore high-fidelity lip-sync with different techniques, their task-orientated…

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…

Creating a realistic animatable avatar from a single static portrait remains challenging. Existing approaches often struggle to capture subtle facial expressions, the associated global body movements, and the dynamic background. To address…

计算机视觉与模式识别 · 计算机科学 2025-04-08 Mengchao Wang , Qiang Wang , Fan Jiang , Yaqi Fan , Yunpeng Zhang , Yonggang Qi , Kun Zhao , Mu Xu

Vision-guided speech generation aims to produce authentic speech from facial appearance or lip motions without relying on auditory signals, offering significant potential for applications such as dubbing in filmmaking and assisting…

计算机视觉与模式识别 · 计算机科学 2025-03-20 Jiaxin Ye , Hongming Shan

Talking head synthesis with arbitrary speech audio is a crucial challenge in the field of digital humans. Recently, methods based on radiance fields have received increasing attention due to their ability to synthesize high-fidelity and…

声音 · 计算机科学 2024-12-12 Yifan Xie , Tao Feng , Xin Zhang , Xiangyang Luo , Zixuan Guo , Weijiang Yu , Heng Chang , Fei Ma , Fei Richard Yu

Talking face generation has a wide range of potential applications in the field of virtual digital humans. However, rendering high-fidelity facial video while ensuring lip synchronization is still a challenge for existing audio-driven…

计算机视觉与模式识别 · 计算机科学 2023-10-17 Yaosen Chen , Yu Yao , Zhiqiang Li , Wei Wang , Yanru Zhang , Han Yang , Xuming Wen