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Human communication combines speech with expressive nonverbal cues such as hand gestures that serve manifold communicative functions. Yet, current generative gesture generation approaches are restricted to simple, repetitive beat gestures…

人机交互 · 计算机科学 2025-10-21 Hendric Voss , Stefan Kopp

We present a generative adversarial network to synthesize 3D pose sequences of co-speech upper-body gestures with appropriate affective expressions. Our network consists of two components: a generator to synthesize gestures from a joint…

多媒体 · 计算机科学 2024-11-26 Uttaran Bhattacharya , Elizabeth Childs , Nicholas Rewkowski , Dinesh Manocha

Co-speech gesture generation has significantly advanced human-computer interaction, yet speaker movements remain constrained due to the omission of text-driven non-spontaneous gestures (e.g., bowing while talking). Existing methods face two…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Fengyi Fang , Sicheng Yang , Wenming Yang

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…

计算机视觉与模式识别 · 计算机科学 2022-08-08 Manuel Rebol , Christian Gütl , Krzysztof Pietroszek

The automated synthesis of high-quality 3D gestures from speech is of significant value in virtual humans and gaming. Previous methods focus on synthesizing gestures that are synchronized with speech rhythm, yet they frequently overlook the…

人机交互 · 计算机科学 2024-09-24 Qingrong Cheng , Xu Li , Xinghui Fu , Fei Xia , Zhongqian Sun

Human motion generation has advanced rapidly in recent years, yet the critical problem of creating spatially grounded, context-aware gestures has been largely overlooked. Existing models typically specialize either in descriptive motion…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Anna Deichler , Jim O'Regan , Teo Guichoux , David Johansson , Jonas Beskow

Due to their significance in human communication, the automatic generation of co-speech gestures in artificial embodied agents has received a lot of attention. Although modern deep learning approaches can generate realistic-looking…

人机交互 · 计算机科学 2023-07-20 Hendric Voß , Stefan Kopp

We propose DiffSHEG, a Diffusion-based approach for Speech-driven Holistic 3D Expression and Gesture generation with arbitrary length. While previous works focused on co-speech gesture or expression generation individually, the joint…

声音 · 计算机科学 2024-04-09 Junming Chen , Yunfei Liu , Jianan Wang , Ailing Zeng , Yu Li , Qifeng Chen

Synthesizing realistic co-speech gestures is an important and yet unsolved problem for creating believable motions that can drive a humanoid robot to interact and communicate with human users. Such capability will improve the impressions of…

计算机视觉与模式识别 · 计算机科学 2023-03-24 Shuhong Lu , Youngwoo Yoon , Andrew Feng

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…

计算机视觉与模式识别 · 计算机科学 2024-01-04 Evonne Ng , Javier Romero , Timur Bagautdinov , Shaojie Bai , Trevor Darrell , Angjoo Kanazawa , Alexander Richard

Co-speech gesture generation requires both semantic expressivity and biomechanically plausible rhythmic motion. Existing holistic gesture models mix lexically grounded semantic gestures with frequent prosody-aligned beat gestures. This…

计算机视觉与模式识别 · 计算机科学 2026-05-27 Ferdinand Paar , Lanmiao Liu , Aslı Özyürek , Serge Thill , Esam Ghaleb

People communicate using both speech and non-verbal signals such as gestures, face expression or body pose. Non-verbal signals impact the meaning of the spoken utterance in an abundance of ways. An absence of non-verbal signals impoverishes…

计算机视觉与模式识别 · 计算机科学 2021-08-24 Manuel Rebol , Christian Gütl , Krzysztof Pietroszek

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…

This paper addresses the problem of generating lifelike holistic co-speech motions for 3D avatars, focusing on two key aspects: variability and coordination. Variability allows the avatar to exhibit a wide range of motions even with similar…

计算机视觉与模式识别 · 计算机科学 2024-04-16 Yifei Liu , Qiong Cao , Yandong Wen , Huaiguang Jiang , Changxing Ding

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.…

计算机视觉与模式识别 · 计算机科学 2023-09-19 Yihao Zhi , Xiaodong Cun , Xuelin Chen , Xi Shen , Wen Guo , Shaoli Huang , Shenghua Gao

Human communication seamlessly integrates speech and bodily motion, where hand gestures naturally complement vocal prosody to express intent, emotion, and emphasis. While recent text-to-speech (TTS) systems have begun incorporating…

音频与语音处理 · 电气工程与系统科学 2026-03-23 Lokesh Kumar , Nirmesh Shah , Ashishkumar P. Gudmalwar , Pankaj Wasnik

Automatic synthesis of realistic co-speech gestures is an increasingly important yet challenging task in artificial embodied agent creation. Previous systems mainly focus on generating gestures in an end-to-end manner, which leads to…

声音 · 计算机科学 2023-05-05 Tenglong Ao , Qingzhe Gao , Yuke Lou , Baoquan Chen , Libin Liu

Generating 3D-based body movements from speech shows great potential in extensive downstream applications, while it still suffers challenges in imitating realistic human movements. Predominant research efforts focus on end-to-end generation…

人工智能 · 计算机科学 2025-12-16 Xin Guo , Yifan Zhao , Jia Li

We propose LiveGesture, the first fully streamable, speech-driven full-body gesture generation framework that operates with zero look-ahead and supports arbitrary sequence length. Unlike existing co-speech gesture methods, which are…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Muhammad Usama Saleem , Mayur Jagdishbhai Patel , Ekkasit Pinyoanuntapong , Zhongxing Qin , Li Yang , Hongfei Xue , Ahmed Helmy , Chen Chen , Pu Wang

To be widely adopted, 3D facial avatars must be animated easily, realistically, and directly from speech signals. While the best recent methods generate 3D animations that are synchronized with the input audio, they largely ignore the…

计算机视觉与模式识别 · 计算机科学 2023-09-27 Radek Daněček , Kiran Chhatre , Shashank Tripathi , Yandong Wen , Michael J. Black , Timo Bolkart