English
Related papers

Related papers: Audio-driven Gesture Generation via Deviation Feat…

200 papers

Co-speech gesture generation is crucial for automatic digital avatar animation. However, existing methods suffer from issues such as unstable training and temporal inconsistency, particularly in generating high-fidelity and comprehensive…

Computer Vision and Pattern Recognition · Computer Science 2023-08-30 Longbin Ji , Pengfei Wei , Yi Ren , Jinglin Liu , Chen Zhang , Xiang Yin

Existing gesture generation methods primarily focus on upper body gestures based on audio features, neglecting speech content, emotion, and locomotion. These limitations result in stiff, mechanical gestures that fail to convey the true…

Sound · Computer Science 2026-03-10 Yongkang Cheng , Mingjiang Liang , Shaoli Huang , Gaoge Han , Jifeng Ning , Wei Liu

Gestures are non-verbal but important behaviors accompanying people's speech. While previous methods are able to generate speech rhythm-synchronized gestures, the semantic context of the speech is generally lacking in the gesticulations.…

Computer Vision and Pattern Recognition · Computer Science 2023-09-19 Yihao Zhi , Xiaodong Cun , Xuelin Chen , Xi Shen , Wen Guo , Shaoli Huang , Shenghua Gao

Generating full-body human gestures based on speech signals remains challenges on quality and speed. Existing approaches model different body regions such as body, legs and hands separately, which fail to capture the spatial interactions…

Computer Vision and Pattern Recognition · Computer Science 2025-08-05 Pinxin Liu , Luchuan Song , Junhua Huang , Haiyang Liu , Chenliang Xu

This paper presents a novel framework for speech-driven gesture production, applicable to virtual agents to enhance human-computer interaction. Specifically, we extend recent deep-learning-based, data-driven methods for speech-driven…

Computer Vision and Pattern Recognition · Computer Science 2021-04-07 Taras Kucherenko , Dai Hasegawa , Naoshi Kaneko , Gustav Eje Henter , Hedvig Kjellström

During speech, people spontaneously gesticulate, which plays a key role in conveying information. Similarly, realistic co-speech gestures are crucial to enable natural and smooth interactions with social agents. Current end-to-end co-speech…

Human-Computer Interaction · Computer Science 2021-01-15 Taras Kucherenko , Patrik Jonell , Sanne van Waveren , Gustav Eje Henter , Simon Alexanderson , Iolanda Leite , Hedvig Kjellström

This paper focuses on enhancing human-agent communication by integrating spatial context into virtual agents' non-verbal behaviors, specifically gestures. Recent advances in co-speech gesture generation have primarily utilized data-driven…

Human-Computer Interaction · Computer Science 2024-08-09 Anna Deichler , Simon Alexanderson , Jonas Beskow

Co-speech gesturing is an important modality in conversation, providing context and social cues. In character animation, appropriate and synchronised gestures add realism, and can make interactive agents more engaging. Historically, methods…

Human-Computer Interaction · Computer Science 2024-05-15 Jonathan Windle , Iain Matthews , Sarah Taylor

Along with the explosion of large language models, improvements in speech synthesis, advancements in hardware, and the evolution of computer graphics, the current bottleneck in creating digital humans lies in generating character movements…

Human-Computer Interaction · Computer Science 2026-01-30 Thanh Hoang-Minh

When humans speak, gestures help convey communicative intentions, such as adding emphasis or describing concepts. However, current co-speech gesture generation methods rely solely on superficial linguistic cues (e.g. speech audio or text…

Computer Vision and Pattern Recognition · Computer Science 2025-09-29 Pinxin Liu , Haiyang Liu , Luchuan Song , Jason J. Corso , Chenliang Xu

Deriving co-speech 3D gestures has seen tremendous progress in virtual avatar animation. Yet, the existing methods often produce stiff and unreasonable gestures with unseen human speech inputs due to the limited 3D speech-gesture data. In…

Computer Vision and Pattern Recognition · Computer Science 2025-04-28 Xingqun Qi , Hengyuan Zhang , Yatian Wang , Jiahao Pan , Chen Liu , Peng Li , Xiaowei Chi , Mengfei Li , Wei Xue , Shanghang Zhang , Wenhan Luo , Qifeng Liu , Yike Guo

We present a framework for generating full-bodied photorealistic avatars that gesture according to the conversational dynamics of a dyadic interaction. Given speech audio, we output multiple possibilities of gestural motion for an…

Computer Vision and Pattern Recognition · Computer Science 2024-01-04 Evonne Ng , Javier Romero , Timur Bagautdinov , Shaojie Bai , Trevor Darrell , Angjoo Kanazawa , Alexander Richard

Full-body gestures play a pivotal role in natural interactions and are crucial for achieving effective communication. Nevertheless, most existing studies primarily focus on the gesture generation of speakers, overlooking the vital role of…

Graphics · Computer Science 2025-05-09 Jinhe Huang , Yongkang Cheng , Yuming Hang , Gaoge Han , Jinewei Li , Jing Zhang , Xingjian Gu

While increasing attention has been paid to co-speech gesture synthesis, most previous works neglect to investigate hand gestures with explicit and essential semantics. In this paper, we study co-speech gesture generation with an emphasis…

Speech-driven gesture synthesis is a field of growing interest in virtual human creation. However, a critical challenge is the inherent intricate one-to-many mapping between speech and gestures. Previous studies have explored and achieved…

Graphics · Computer Science 2023-02-03 Fan Zhang , Naye Ji , Fuxing Gao , Yongping Li

Generating vivid and diverse 3D co-speech gestures is crucial for various applications in animating virtual avatars. While most existing methods can generate gestures from audio directly, they usually overlook that emotion is one of the key…

Computer Vision and Pattern Recognition · Computer Science 2024-01-04 Xingqun Qi , Chen Liu , Lincheng Li , Jie Hou , Haoran Xin , Xin Yu

Animating virtual characters with holistic co-speech gestures is a challenging but critical task. Previous systems have primarily focused on the weak correlation between audio and gestures, leading to physically unnatural outcomes that…

Computer Vision and Pattern Recognition · Computer Science 2025-03-18 Yongkang Cheng , Shaoli Huang

Co-speech gesture video synthesis is a challenging task that requires both probabilistic modeling of human gestures and the synthesis of realistic images that align with the rhythmic nuances of speech. To address these challenges, we…

Computer Vision and Pattern Recognition · Computer Science 2025-03-14 Yasheng Sun , Zhiliang Xu , Hang Zhou , Jiazhi Guan , Quanwei Yang , Kaisiyuan Wang , Borong Liang , Yingying Li , Haocheng Feng , Jingdong Wang , Ziwei Liu , Koike Hideki

We propose a real-time system for synthesizing gestures directly from speech. Our data-driven approach is based on Generative Adversarial Neural Networks to model the speech-gesture relationship. We utilize the large amount of speaker video…

Computer Vision and Pattern Recognition · Computer Science 2022-08-08 Manuel Rebol , Christian Gütl , Krzysztof Pietroszek

The generation of co-speech gestures for digital humans is an emerging area in the field of virtual human creation. Prior research has made progress by using acoustic and semantic information as input and adopting classify method to…

Sound · Computer Science 2024-04-16 Fan Zhang , Naye Ji , Fuxing Gao , Siyuan Zhao , Zhaohan Wang , Shunman Li