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Speech-driven 3D facial animation has improved a lot recently while most related works only utilize acoustic modality and neglect the influence of visual and textual cues, leading to unsatisfactory results in terms of precision and…

计算机视觉与模式识别 · 计算机科学 2023-12-06 Tianshun Han , Shengnan Gui , Yiqing Huang , Baihui Li , Lijian Liu , Benjia Zhou , Ning Jiang , Quan Lu , Ruicong Zhi , Yanyan Liang , Du Zhang , Jun Wan

3D facial animation has attracted considerable attention due to its extensive applications in the multimedia field. Audio-driven 3D facial animation has been widely explored with promising results. However, multi-modal 3D facial animation,…

计算机视觉与模式识别 · 计算机科学 2024-10-11 Sijing Wu , Yunhao Li , Yichao Yan , Huiyu Duan , Ziwei Liu , Guangtao Zhai

People talk with diversified styles. For one piece of speech, different talking styles exhibit significant differences in the facial and head pose movements. For example, the "excited" style usually talks with the mouth wide open, while the…

计算机视觉与模式识别 · 计算机科学 2021-11-02 Haozhe Wu , Jia Jia , Haoyu Wang , Yishun Dou , Chao Duan , Qingshan Deng

Speech-driven 3D face animation poses significant challenges due to the intricacy and variability inherent in human facial movements. This paper emphasizes the importance of considering both the composite and regional natures of facial…

计算机视觉与模式识别 · 计算机科学 2023-12-14 Haozhe Wu , Songtao Zhou , Jia Jia , Junliang Xing , Qi Wen , Xiang Wen

The creation of increasingly vivid 3D talking face has become a hot topic in recent years. Currently, most speech-driven works focus on lip synchronisation but neglect to effectively capture the correlations between emotions and facial…

计算机视觉与模式识别 · 计算机科学 2025-05-19 Yihong Lin , Liang Peng , Zhaoxin Fan , Xianjia Wu , Jianqiao Hu , Xiandong Li , Wenxiong Kang , Songju Lei

Speech-driven 3D facial animation has garnered lots of attention thanks to its broad range of applications. Despite recent advancements in achieving realistic lip motion, current methods fail to capture the nuanced emotional undertones…

计算机视觉与模式识别 · 计算机科学 2025-03-25 Jisoo Kim , Jungbin Cho , Joonho Park , Soonmin Hwang , Da Eun Kim , Geon Kim , Youngjae Yu

Speech-driven talking head generation is a critical yet challenging task with applications in augmented reality and virtual human modeling. While recent approaches using autoregressive and diffusion-based models have achieved notable…

计算机视觉与模式识别 · 计算机科学 2025-12-08 Yihong Lin , Zhaoxin Fan , Xianjia Wu , Lingyu Xiong , Liang Peng , Xiandong Li , Wenxiong Kang , Songju Lei , Huang Xu

Recent diffusion-based talking face generation models have demonstrated impressive potential in synthesizing videos that accurately match a speech audio clip with a given reference identity. However, existing approaches still encounter…

计算机视觉与模式识别 · 计算机科学 2025-10-16 Xingpei Ma , Jiaran Cai , Yuansheng Guan , Shenneng Huang , Qiang Zhang , Shunsi Zhang

Lip motion accuracy is important for speech intelligibility, especially for users who are hard of hearing or second language learners. A high level of realism in lip movements is also required for the game and film production industries. 3D…

图形学 · 计算机科学 2024-07-25 Rabab Algadhy , Yoshihiko Gotoh , Steve Maddock

We present a deep learning framework for real-time speech-driven 3D facial animation from just raw waveforms. Our deep neural network directly maps an input sequence of speech audio to a series of micro facial action unit activations and…

计算机视觉与模式识别 · 计算机科学 2017-12-11 Hai X. Pham , Yuting Wang , Vladimir Pavlovic

Speech-to-face generation is an intriguing area of research that focuses on generating realistic facial images based on a speaker's audio speech. However, state-of-the-art methods employing GAN-based architectures lack stability and cannot…

计算机视觉与模式识别 · 计算机科学 2023-10-06 Jinting Wang , Li Liu , Jun Wang , Hei Victor Cheng

Audio-driven portrait animation has made significant advances with diffusion-based models, improving video quality and lipsync accuracy. However, the increasing complexity of these models has led to inefficiencies in training and inference,…

计算机视觉与模式识别 · 计算机科学 2026-04-17 Xuyang Cao , Guoxin Wang , Sheng Shi , Jun Zhao , Yang Yao , Jintao Fei , Minyu Gao , Pei Xie

Face swapping transfers the identity of a source face to a target face while retaining the attributes like expression, pose, hair, and background of the target face. Advanced face swapping methods have achieved attractive results. However,…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Runqi Wang , Yang Chen , Sijie Xu , Tianyao He , Wei Zhu , Dejia Song , Nemo Chen , Xu Tang , Yao Hu

The goal of this work is to simultaneously generate natural talking faces and speech outputs from text. We achieve this by integrating Talking Face Generation (TFG) and Text-to-Speech (TTS) systems into a unified framework. We address the…

计算机视觉与模式识别 · 计算机科学 2024-05-17 Youngjoon Jang , Ji-Hoon Kim , Junseok Ahn , Doyeop Kwak , Hong-Sun Yang , Yoon-Cheol Ju , Il-Hwan Kim , Byeong-Yeol Kim , Joon Son Chung

Due to the increasing demand in films and games, synthesizing 3D avatar animation has attracted much attention recently. In this work, we present a production-ready text/speech-driven full-body animation synthesis system. Given the text and…

图形学 · 计算机科学 2022-06-01 Wenlin Zhuang , Jinwei Qi , Peng Zhang , Bang Zhang , Ping Tan

Audio-driven 3D facial animation has several virtual humans applications for content creation and editing. While several existing methods provide solutions for speech-driven animation, precise control over content (what) and style (how) of…

声音 · 计算机科学 2024-08-15 Qingju Liu , Hyeongwoo Kim , Gaurav Bharaj

Face animation has achieved much progress in computer vision. However, prevailing GAN-based methods suffer from unnatural distortions and artifacts due to sophisticated motion deformation. In this paper, we propose a Face Animation…

计算机视觉与模式识别 · 计算机科学 2023-04-07 Bohan Zeng , Xuhui Liu , Sicheng Gao , Boyu Liu , Hong Li , Jianzhuang Liu , Baochang Zhang

Audio-driven 3D facial animation synthesis has been an active field of research with attention from both academia and industry. While there are promising results in this area, recent approaches largely focus on lip-sync and identity…

计算机视觉与模式识别 · 计算机科学 2025-02-18 Sichun Wu , Kazi Injamamul Haque , Zerrin Yumak

Lip-to-speech synthesis aims to generate speech audio directly from silent facial video by reconstructing linguistic content from lip movements, providing valuable applications in situations where audio signals are unavailable or degraded.…

声音 · 计算机科学 2026-02-03 Jaejun Lee , Yoori Oh , Kyogu Lee

In this paper, we present a diffusion model-based framework for animating people from a single image for a given target 3D motion sequence. Our approach has two core components: a) learning priors about invisible parts of the human body and…

计算机视觉与模式识别 · 计算机科学 2024-12-23 Boyi Li , Junming Chen , Jathushan Rajasegaran , Yossi Gandelsman , Alexei A. Efros , Jitendra Malik