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Lip sync has emerged as a promising technique for generating mouth movements from audio signals. However, synthesizing a high-resolution and photorealistic virtual news anchor is still challenging. Lack of natural appearance, visual…

计算机视觉与模式识别 · 计算机科学 2021-05-06 Ruobing Zheng , Zhou Zhu , Bo Song , Changjiang Ji

Researchers have shown a growing interest in Audio-driven Talking Head Generation. The primary challenge in talking head generation is achieving audio-visual coherence between the lips and the audio, known as lip synchronization. This paper…

声音 · 计算机科学 2026-02-03 Zhipeng Chen , Xinheng Wang , Lun Xie , Haijie Yuan , Hang Pan

Synthesizing realistic videos according to a given speech is still an open challenge. Previous works have been plagued by issues such as inaccurate lip shape generation and poor image quality. The key reason is that only motions and…

计算机视觉与模式识别 · 计算机科学 2023-09-12 Xiuzhe Wu , Pengfei Hu , Yang Wu , Xiaoyang Lyu , Yan-Pei Cao , Ying Shan , Wenming Yang , Zhongqian Sun , Xiaojuan Qi

The challenge of talking face generation from speech lies in aligning two different modal information, audio and video, such that the mouth region corresponds to input audio. Previous methods either exploit audio-visual representation…

计算机视觉与模式识别 · 计算机科学 2022-11-04 Se Jin Park , Minsu Kim , Joanna Hong , Jeongsoo Choi , Yong Man Ro

In this paper, we introduce a novel approach to address the task of synthesizing speech from silent videos of any in-the-wild speaker solely based on lip movements. The traditional approach of directly generating speech from lip videos…

多媒体 · 计算机科学 2024-03-05 Sindhu Hegde , Rudrabha Mukhopadhyay , C. V. Jawahar , Vinay Namboodiri

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

Lip synchronization is the task of aligning a speaker's lip movements in video with corresponding speech audio, and it is essential for creating realistic, expressive video content. However, existing methods often rely on reference frames…

计算机视觉与模式识别 · 计算机科学 2025-09-19 Ziqiao Peng , Jiwen Liu , Haoxian Zhang , Xiaoqiang Liu , Songlin Tang , Pengfei Wan , Di Zhang , Hongyan Liu , Jun He

Generating semantically coherent and visually accurate talking faces requires bridging the gap between linguistic meaning and facial articulation. Although audio-driven methods remain prevalent, their reliance on high-quality paired audio…

计算机视觉与模式识别 · 计算机科学 2025-08-05 Xu Wang , Shengeng Tang , Fei Wang , Lechao Cheng , Dan Guo , Feng Xue , Richang Hong

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,…

声音 · 计算机科学 2023-03-02 Zhe Niu , Brian Mak

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

Generating synchronized and natural lip movement with speech is one of the most important tasks in creating realistic virtual characters. In this paper, we present a combined deep neural network of one-dimensional convolutions and LSTM to…

声音 · 计算机科学 2022-05-03 Xiaohong Li , Xiang Wang , Kai Wang , Shiguo Lian

We present VideoReTalking, a new system to edit the faces of a real-world talking head video according to input audio, producing a high-quality and lip-syncing output video even with a different emotion. Our system disentangles this…

计算机视觉与模式识别 · 计算机科学 2022-11-29 Kun Cheng , Xiaodong Cun , Yong Zhang , Menghan Xia , Fei Yin , Mingrui Zhu , Xuan Wang , Jue Wang , Nannan Wang

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…

In the domain of photorealistic avatar generation, the fidelity of audio-driven lip motion synthesis is essential for realistic virtual interactions. Existing methods face two key challenges: a lack of vivacity due to limited diversity in…

计算机视觉与模式识别 · 计算机科学 2024-09-17 Deng Junli , Luo Yihao , Yang Xueting , Li Siyou , Wang Wei , Guo Jinyang , Shi Ping

Talking face generation aims to create realistic videos with accurate lip synchronization and high visual quality, using given audio and reference video while preserving identity and visual characteristics. In this paper, we start by…

计算机视觉与模式识别 · 计算机科学 2024-07-19 Dogucan Yaman , Fevziye Irem Eyiokur , Leonard Bärmann , Hazim Kemal Ekenel , Alexander Waibel

We present a novel approach to generating photo-realistic images of a face with accurate lip sync, given an audio input. By using a recurrent neural network, we achieved mouth landmarks based on audio features. We exploited the power of…

计算机视觉与模式识别 · 计算机科学 2018-03-21 Seyed Ali Jalalifar , Hosein Hasani , Hamid Aghajan

Estimating spoken content from silent videos is crucial for applications in Assistive Technology (AT) and Augmented Reality (AR). However, accurately mapping lip movement sequences in videos to words poses significant challenges due to…

计算机视觉与模式识别 · 计算机科学 2025-08-05 Junxiao Xue , Xiaozhen Liu , Xuecheng Wu , Fei Yu , Jun Wang

Recent advances in diffusion models have led to significant progress in audio-driven lip synchronization. However, existing methods typically rely on constrained audio-visual alignment priors or multi-stage learning of intermediate…

计算机视觉与模式识别 · 计算机科学 2025-02-18 Junxian Ma , Shiwen Wang , Jian Yang , Junyi Hu , Jian Liang , Guosheng Lin , Jingbo chen , Kai Li , Yu Meng

In this paper, we present StyleLipSync, a style-based personalized lip-sync video generative model that can generate identity-agnostic lip-synchronizing video from arbitrary audio. To generate a video of arbitrary identities, we leverage…

计算机视觉与模式识别 · 计算机科学 2024-02-13 Taekyung Ki , Dongchan Min

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
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