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相关论文: KeySync: A Robust Approach for Leakage-free Lip Sy…

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We introduce SyncLipMAE, a self-supervised pretraining framework for talking-face video that learns synchronization-aware and transferable facial dynamics from unlabeled audio-visual streams. Our approach couples masked visual modeling with…

人工智能 · 计算机科学 2026-01-07 Zeyu Ling , Xiaodong Gu , Jiangnan Tang , Changqing Zou

3D Gaussian splatting-based talking head synthesis has recently gained attention for its ability to render high-fidelity images with real-time inference speed. However, since it is typically trained on only a short video that lacks the…

计算机视觉与模式识别 · 计算机科学 2025-02-04 Junuk Cha , Seongro Yoon , Valeriya Strizhkova , Francois Bremond , Seungryul Baek

Recent advancements in speech-driven 3D talking head generation have made significant progress in lip synchronization. However, existing models still struggle to capture the perceptual alignment between varying speech characteristics and…

图形学 · 计算机科学 2025-04-01 Lee Chae-Yeon , Oh Hyun-Bin , Han EunGi , Kim Sung-Bin , Suekyeong Nam , Tae-Hyun Oh

In the task of talking face generation, the objective is to generate a face video with lips synchronized to the corresponding audio while preserving visual details and identity information. Current methods face the challenge of learning…

计算机视觉与模式识别 · 计算机科学 2024-05-08 Dogucan Yaman , Fevziye Irem Eyiokur , Leonard Bärmann , Seymanur Aktı , Hazım Kemal Ekenel , Alexander Waibel

Lipreading is the task of decoding text from the movement of a speaker's mouth. Traditional approaches separated the problem into two stages: designing or learning visual features, and prediction. More recent deep lipreading approaches are…

机器学习 · 计算机科学 2016-12-19 Yannis M. Assael , Brendan Shillingford , Shimon Whiteson , Nando de Freitas

In this work, we revisit the effectiveness of 3DMM for talking head synthesis by jointly learning a 3D face reconstruction model and a talking head synthesis model. This enables us to obtain a FACS-based blendshape representation of facial…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Sungjoon Park , Minsik Park , Haneol Lee , Jaesub Yun , Donggeon Lee

In light of the recent breakthroughs in automatic machine translation systems, we propose a novel approach that we term as "Face-to-Face Translation". As today's digital communication becomes increasingly visual, we argue that there is a…

计算机视觉与模式识别 · 计算机科学 2020-03-03 Prajwal K R , Rudrabha Mukhopadhyay , Jerin Philip , Abhishek Jha , Vinay Namboodiri , C. V. Jawahar

Whenever we speak, our voice is accompanied by facial movements and expressions. Several recent works have shown the synthesis of highly photo-realistic videos of talking faces, but they either require a source video to drive the target…

计算机视觉与模式识别 · 计算机科学 2020-11-03 Prateek Manocha , Prithwijit Guha

Recent advancements in audio-driven talking face generation have made great progress in lip synchronization. However, current methods often lack sufficient control over facial animation such as speaking style and emotional expression,…

计算机视觉与模式识别 · 计算机科学 2025-03-21 Baiqin Wang , Xiangyu Zhu , Fan Shen , Hao Xu , Zhen Lei

Audio-driven visual dubbing aims to synchronize a video's lip movements with new speech but is fundamentally challenged by the lack of ideal training data: paired videos differing only in lip motion. Existing methods circumvent this via…

计算机视觉与模式识别 · 计算机科学 2026-03-25 Xu He , Haoxian Zhang , Hejia Chen , Changyuan Zheng , Liyang Chen , Songlin Tang , Jiehui Huang , Xiaoqiang Liu , Pengfei Wan , Zhiyong Wu

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 face generation with great practical significance has attracted more attention in recent audio-visual studies. How to achieve accurate lip synchronization is a long-standing challenge to be further investigated. Motivated by xxx, in…

计算机视觉与模式识别 · 计算机科学 2022-04-12 Ganglai Wang , Peng Zhang , Lei Xie , Wei Huang , Yufei Zha

We present a novel approach for synthesizing 3D facial motions from audio sequences using key motion embeddings. Despite recent advancements in data-driven techniques, accurately mapping between audio signals and 3D facial meshes remains…

计算机视觉与模式识别 · 计算机科学 2024-09-04 Zhihao Xu , Shengjie Gong , Jiapeng Tang , Lingyu Liang , Yining Huang , Haojie Li , Shuangping Huang

Audio-driven talking face video generation has attracted increasing attention due to its huge industrial potential. Some previous methods focus on learning a direct mapping from audio to visual content. Despite progress, they often struggle…

计算机视觉与模式识别 · 计算机科学 2024-08-13 Weizhi Zhong , Junfan Lin , Peixin Chen , Liang Lin , Guanbin Li

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

Recent developments in voice cloning and talking head generation demonstrate impressive capabilities in synthesizing natural speech and realistic lip synchronization. Current methods typically require and are trained on large scale datasets…

声音 · 计算机科学 2025-09-17 Javeria Amir , Farwa Attaria , Mah Jabeen , Umara Noor , Zahid Rashid

Generating talking avatar driven by audio remains a significant challenge. Existing methods typically require high computational costs and often lack sufficient facial detail and realism, making them unsuitable for applications that demand…

计算机视觉与模式识别 · 计算机科学 2025-01-27 Yujian Liu , Shidang Xu , Jing Guo , Dingbin Wang , Zairan Wang , Xianfeng Tan , Xiaoli Liu

The task of converting text input into video content is becoming an important topic for synthetic media generation. Several methods have been proposed with some of them reaching close-to-natural performances in constrained tasks. In this…

音频与语音处理 · 电气工程与系统科学 2022-06-08 Dan Oneata , Beata Lorincz , Adriana Stan , Horia Cucu

Recent studies in speech-driven 3D talking head generation have achieved convincing results in verbal articulations. However, generating accurate lip-syncs degrades when applied to input speech in other languages, possibly due to the lack…

计算机视觉与模式识别 · 计算机科学 2024-06-21 Kim Sung-Bin , Lee Chae-Yeon , Gihun Son , Oh Hyun-Bin , Janghoon Ju , Suekyeong Nam , Tae-Hyun Oh

This paper presents a sensory fusion neuromorphic dataset collected with precise temporal synchronization using a set of Address-Event-Representation sensors and tools. The target application is the lip reading of several keywords for…