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Despite exhibiting impressive performance in synthesizing lifelike personalized 3D talking heads, prevailing methods based on radiance fields suffer from high demands for training data and time for each new identity. This paper introduces…

计算机视觉与模式识别 · 计算机科学 2025-02-28 Jiahe Li , Jiawei Zhang , Xiao Bai , Jin Zheng , Jun Zhou , Lin Gu

Talking Face Generation (TFG) methods based on Neural Radiance Fields (NeRF) and 3D Gaussian Splatting (3DGS) have recently achieved impressive progress in personalized talking head synthesis. However, existing methods typically require…

计算机视觉与模式识别 · 计算机科学 2026-04-28 Rui-Qing Sun , Ang Li , Zhijing Wu , Tian Lan , Qianyu Lu , Xingshan Yao , Chen Xu , Xian-Ling Mao

Talking head synthesis is an emerging technology with wide applications in film dubbing, virtual avatars and online education. Recent NeRF-based methods generate more natural talking videos, as they better capture the 3D structural…

计算机视觉与模式识别 · 计算机科学 2022-07-26 Shuai Shen , Wanhua Li , Zheng Zhu , Yueqi Duan , Jie Zhou , Jiwen Lu

In this work, we introduce a method that learns a single dynamic neural radiance field (NeRF) from monocular talking face videos of multiple identities. NeRFs have shown remarkable results in modeling the 4D dynamics and appearance of human…

计算机视觉与模式识别 · 计算机科学 2024-04-04 Aggelina Chatziagapi , Grigorios G. Chrysos , Dimitris Samaras

Talking face generation aims to synthesize realistic speaking portraits from a single image, yet existing methods often rely on explicit optical flow and local warping, which fail to model complex global motions and cause identity drift. We…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Bo Chen , Tao Liu , Qi Chen , Xie Chen , Zilong Zheng

Talking Face Generation (TFG) strives to create realistic and emotionally expressive digital faces. While previous TFG works have mastered the creation of naturalistic facial movements, they typically express a fixed target emotion in…

计算机视觉与模式识别 · 计算机科学 2026-03-09 Hao Yang , Yanyan Zhao , Tian Zheng , Hongbo Zhang , Bichen Wang , Di Wu , Xing Fu , Xuda Zhi , Yongbo Huang , Hao He

Audio-driven talking face generation has gained significant attention for applications in digital media and virtual avatars. While recent methods improve audio-lip synchronization, they often struggle with temporal consistency, identity…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Fatemeh Nazarieh , Zhenhua Feng , Diptesh Kanojia , Muhammad Awais , Josef Kittler

Speech-driven 3D facial animation has been widely explored, with applications in gaming, character animation, virtual reality, and telepresence systems. State-of-the-art methods deform the face topology of the target actor to sync the input…

计算机视觉与模式识别 · 计算机科学 2023-01-03 Balamurugan Thambiraja , Ikhsanul Habibie , Sadegh Aliakbarian , Darren Cosker , Christian Theobalt , Justus Thies

Speech-driven 3D facial animation aims to synthesize vivid facial animations that accurately synchronize with speech and match the unique speaking style. However, existing works primarily focus on achieving precise lip synchronization while…

计算机视觉与模式识别 · 计算机科学 2023-12-19 Hui Fu , Zeqing Wang , Ke Gong , Keze Wang , Tianshui Chen , Haojie Li , Haifeng Zeng , Wenxiong Kang

State-of-the-art 3D-field video-referenced Talking Face Generation (TFG) methods synthesize high-fidelity personalized talking-face videos in real time by modeling 3D geometry and appearance from reference portrait video. This capability…

计算机视觉与模式识别 · 计算机科学 2026-01-07 Rui-qing Sun , Xingshan Yao , Tian Lan , Jia-Ling Shi , Chen-Hao Cui , Hui-Yang Zhao , Zhijing Wu , Chen Yang , Xian-Ling Mao

Conversation is an essential component of virtual avatar activities in the metaverse. With the development of natural language processing, textual and vocal conversation generation has achieved a significant breakthrough. However,…

计算机视觉与模式识别 · 计算机科学 2023-08-15 Yichao Yan , Zanwei Zhou , Zi Wang , Jingnan Gao , Xiaokang Yang

Talking face generation (TFG) allows for producing lifelike talking videos of any character using only facial images and accompanying text. Abuse of this technology could pose significant risks to society, creating the urgent need for…

计算机视觉与模式识别 · 计算机科学 2025-02-25 Xiaocan Chen , Qilin Yin , Jiarui Liu , Wei Lu , Xiangyang Luo , Jiantao Zhou

Reconstruction and rendering-based talking head synthesis methods achieve high-quality results with strong identity preservation but are limited by their dependence on identity-specific models. Each new identity requires training from…

计算机视觉与模式识别 · 计算机科学 2025-06-30 Hong Nie , Fuyuan Cao , Lu Chen , Fengxin Chen , Yuefeng Zou , Jun Yu

While recent advances in deep neural networks have made it possible to render high-quality images, generating photo-realistic and personalized talking head remains challenging. With given audio, the key to tackling this task is…

计算机视觉与模式识别 · 计算机科学 2022-01-04 Shunyu Yao , RuiZhe Zhong , Yichao Yan , Guangtao Zhai , Xiaokang Yang

Despite significant progress in talking head synthesis since the introduction of Neural Radiance Fields (NeRF), visual artifacts and high training costs persist as major obstacles to large-scale commercial adoption. We propose that…

计算机视觉与模式识别 · 计算机科学 2024-12-24 Tianqi Li , Ruobing Zheng , Bonan Li , Zicheng Zhang , Meng Wang , Jingdong Chen , Ming Yang

Speech-driven 3D facial animation aims to synthesize realistic facial motion sequences from given audio, matching the speaker's speaking style. However, previous works often require priors such as class labels of a speaker or additional 3D…

计算机视觉与模式识别 · 计算机科学 2025-08-26 Hyung Kyu Kim , Sangmin Lee , Hak Gu Kim

Talking face generation has gained immense popularity in the computer vision community, with various applications including AR, VR, teleconferencing, digital assistants, and avatars. Traditional methods are mainly audio-driven, which have…

计算机视觉与模式识别 · 计算机科学 2024-11-21 Xingjian Diao , Ming Cheng , Wayner Barrios , SouYoung Jin

Talking Head Generation (THG) has emerged as a transformative technology in computer vision, enabling the synthesis of realistic human faces synchronized with image, audio, text, or video inputs. This paper provides a comprehensive review…

计算机视觉与模式识别 · 计算机科学 2026-01-22 Vineet Kumar Rakesh , Soumya Mazumdar , Research Pratim Maity , Sarbajit Pal , Amitabha Das , Tapas Samanta

Person-generic audio-driven face generation is a challenging task in computer vision. Previous methods have achieved remarkable progress in audio-visual synchronization, but there is still a significant gap between current results and…

计算机视觉与模式识别 · 计算机科学 2024-08-09 Xiaozhong Ji , Chuming Lin , Zhonggan Ding , Ying Tai , Junwei Zhu , Xiaobin Hu , Donghao Luo , Yanhao Ge , Chengjie Wang

Recent methods for audio-driven talking head synthesis often optimize neural radiance fields (NeRF) on a monocular talking portrait video, leveraging its capability to render high-fidelity and 3D-consistent novel-view frames. However, they…

计算机视觉与模式识别 · 计算机科学 2024-04-01 Jaehoon Ko , Kyusun Cho , Joungbin Lee , Heeji Yoon , Sangmin Lee , Sangjun Ahn , Seungryong Kim
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