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Audio-driven talking head synthesis strives to generate lifelike video portraits from provided audio. The diffusion model, recognized for its superior quality and robust generalization, has been explored for this task. However, establishing…

Multimedia · Computer Science 2024-09-17 Fa-Ting Hong , Yunfei Liu , Yu Li , Changyin Zhou , Fei Yu , Dan Xu

Existing singing voice synthesis (SVS) models largely rely on fine-grained, phoneme-level durations, which limits their practical application. These methods overlook the complementary role of visual information in duration prediction.To…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-30 Ke Gu , Zhicong Wu , Peng Bai , Sitong Qiao , Zhiqi Jiang , Junchen Lu , Xiaodong Shi , Xinyuan Qian

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…

Computer Vision and Pattern Recognition · Computer Science 2025-12-08 Yihong Lin , Zhaoxin Fan , Xianjia Wu , Lingyu Xiong , Liang Peng , Xiandong Li , Wenxiong Kang , Songju Lei , Huang Xu

When we speak, the prosody and content of the speech can be inferred from the movement of our lips. In this work, we explore the task of lip to speech synthesis, i.e., learning to generate speech given only the lip movements of a speaker…

Computer Vision and Pattern Recognition · Computer Science 2022-06-29 Christen Millerdurai , Lotfy Abdel Khaliq , Timon Ulrich

The automatic generation of stylized co-speech gestures has recently received increasing attention. Previous systems typically allow style control via predefined text labels or example motion clips, which are often not flexible enough to…

Computer Vision and Pattern Recognition · Computer Science 2023-10-17 Tenglong Ao , Zeyi Zhang , Libin Liu

This study delves into the intricacies of synchronizing facial dynamics with multilingual audio inputs, focusing on the creation of visually compelling, time-synchronized animations through diffusion-based techniques. Diverging from…

Computer Vision and Pattern Recognition · Computer Science 2024-07-29 Rui Zhang , Yixiao Fang , Zhengnan Lu , Pei Cheng , Zebiao Huang , Bin Fu

Image harmonization, which involves adjusting the foreground of a composite image to attain a unified visual consistency with the background, can be conceptualized as an image-to-image translation task. Diffusion models have recently…

Computer Vision and Pattern Recognition · Computer Science 2024-04-10 Pengfei Zhou , Fangxiang Feng , Xiaojie Wang

Talking Face Generation (TFG) aims to reconstruct facial movements to achieve high natural lip movements from audio and facial features that are under potential connections. Existing TFG methods have made significant advancements to produce…

Computer Vision and Pattern Recognition · Computer Science 2023-09-15 Yongyuan Li , Xiuyuan Qin , Chao Liang , Mingqiang Wei

In this work, we re-think the task of speech enhancement in unconstrained real-world environments. Current state-of-the-art methods use only the audio stream and are limited in their performance in a wide range of real-world noises. Recent…

Computer Vision and Pattern Recognition · Computer Science 2020-12-22 Sindhu B Hegde , K R Prajwal , Rudrabha Mukhopadhyay , Vinay Namboodiri , C. V. Jawahar

In this work, we propose a technique to transfer speech recognition capabilities from audio speech recognition systems to visual speech recognizers, where our goal is to utilize audio data during lipreading model training. Impressive…

Multimedia · Computer Science 2022-07-13 Hadeel Mabrouk , Omar Abugabal , Nourhan Sakr , Hesham M. Eraqi

Real-world speech recordings suffer from degradations such as background noise and reverberation. Speech enhancement aims to mitigate these issues by generating clean high-fidelity signals. While recent generative approaches for speech…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-22 Heitor R. Guimarães , Jiaqi Su , Rithesh Kumar , Tiago H. Falk , Zeyu Jin

Significant progress has been made in speaker dependent Lip-to-Speech synthesis, which aims to generate speech from silent videos of talking faces. Current state-of-the-art approaches primarily employ non-autoregressive sequence-to-sequence…

Sound · Computer Science 2023-07-06 Neha Sahipjohn , Neil Shah , Vishal Tambrahalli , Vineet Gandhi

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.…

Multimedia · Computer Science 2021-04-27 Meng Liu , Longbiao Wang , Kong Aik Lee , Hanyi Zhang , Chang Zeng , Jianwu Dang

The remarkable capabilities of pretrained image diffusion models have been utilized not only for generating fixed-size images but also for creating panoramas. However, naive stitching of multiple images often results in visible seams.…

Computer Vision and Pattern Recognition · Computer Science 2023-10-31 Yuseung Lee , Kunho Kim , Hyunjin Kim , Minhyuk Sung

Video dubbing requires content accuracy, expressive prosody, high-quality acoustics, and precise lip synchronization, yet existing approaches struggle on all four fronts. To address these issues, we propose DiFlowDubber, the first video…

Computer Vision and Pattern Recognition · Computer Science 2026-04-06 Ngoc-Son Nguyen , Thanh V. T. Tran , Jeongsoo Choi , Hieu-Nghia Huynh-Nguyen , Truong-Son Hy , Van Nguyen

Speech-driven 3D facial animation has gained significant attention for its ability to create realistic and expressive facial animations in 3D space based on speech. Learning-based methods have shown promising progress in achieving accurate…

Computer Vision and Pattern Recognition · Computer Science 2023-10-11 Se Jin Park , Joanna Hong , Minsu Kim , Yong Man Ro

We present MagicInfinite, a novel diffusion Transformer (DiT) framework that overcomes traditional portrait animation limitations, delivering high-fidelity results across diverse character types-realistic humans, full-body figures, and…

Computer Vision and Pattern Recognition · Computer Science 2025-03-11 Hongwei Yi , Tian Ye , Shitong Shao , Xuancheng Yang , Jiantong Zhao , Hanzhong Guo , Terrance Wang , Qingyu Yin , Zeke Xie , Lei Zhu , Wei Li , Michael Lingelbach , Daquan Zhou

Recent work has studied text-to-audio synthesis using large amounts of paired text-audio data. However, audio recordings with high-quality text annotations can be difficult to acquire. In this work, we approach text-to-audio synthesis using…

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…

Computer Vision and Pattern Recognition · Computer Science 2026-03-25 Xu He , Haoxian Zhang , Hejia Chen , Changyuan Zheng , Liyang Chen , Songlin Tang , Jiehui Huang , Xiaoqiang Liu , Pengfei Wan , Zhiyong Wu

Talking head video compression has advanced with neural rendering and keypoint-based methods, but challenges remain, especially at low bit rates, including handling large head movements, suboptimal lip synchronization, and distorted facial…

Image and Video Processing · Electrical Eng. & Systems 2025-06-17 Riku Takahashi , Ryugo Morita , Jinjia Zhou