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Co-speech gestures, if presented in the lively form of videos, can achieve superior visual effects in human-machine interaction. While previous works mostly generate structural human skeletons, resulting in the omission of appearance…

计算机视觉与模式识别 · 计算机科学 2024-04-03 Xu He , Qiaochu Huang , Zhensong Zhang , Zhiwei Lin , Zhiyong Wu , Sicheng Yang , Minglei Li , Zhiyi Chen , Songcen Xu , Xiaofei Wu

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…

Human speech is often accompanied by hand and arm gestures. Given audio speech input, we generate plausible gestures to go along with the sound. Specifically, we perform cross-modal translation from "in-the-wild'' monologue speech of a…

计算机视觉与模式识别 · 计算机科学 2019-06-11 Shiry Ginosar , Amir Bar , Gefen Kohavi , Caroline Chan , Andrew Owens , Jitendra Malik

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

Although previous co-speech gesture generation methods are able to synthesize motions in line with speech content, it is still not enough to handle diverse and complicated motion distribution. The key challenges are: 1) the one-to-many…

计算机视觉与模式识别 · 计算机科学 2023-06-21 Lianying Yin , Yijun Wang , Tianyu He , Jinming Liu , Wei Zhao , Bohan Li , Xin Jin , Jianxin Lin

In this paper, we present a novel dataset captured using a VR headset to record conversations between participants within a physics simulator (AI2-THOR). Our primary objective is to extend the field of co-speech gesture generation by…

计算机视觉与模式识别 · 计算机科学 2024-10-02 Anna Deichler , Jim O'Regan , Jonas Beskow

We present a multimodal learning-based method to simultaneously synthesize co-speech facial expressions and upper-body gestures for digital characters using RGB video data captured using commodity cameras. Our approach learns from sparse…

计算机视觉与模式识别 · 计算机科学 2024-11-26 Uttaran Bhattacharya , Aniket Bera , Dinesh Manocha

How can we teach robots or virtual assistants to gesture naturally? Can we go further and adapt the gesturing style to follow a specific speaker? Gestures that are naturally timed with corresponding speech during human communication are…

计算机视觉与模式识别 · 计算机科学 2020-07-27 Chaitanya Ahuja , Dong Won Lee , Yukiko I. Nakano , Louis-Philippe Morency

Automatic gesture synthesis from speech is a topic that has attracted researchers for applications in remote communication, video games and Metaverse. Learning the mapping between speech and 3D full-body gestures is difficult due to the…

计算机视觉与模式识别 · 计算机科学 2023-10-12 Kunkun Pang , Dafei Qin , Yingruo Fan , Julian Habekost , Takaaki Shiratori , Junichi Yamagishi , Taku Komura

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…

计算机视觉与模式识别 · 计算机科学 2021-04-07 Taras Kucherenko , Dai Hasegawa , Naoshi Kaneko , Gustav Eje Henter , Hedvig Kjellström

Generating expressive and diverse human gestures from audio is crucial in fields like human-computer interaction, virtual reality, and animation. Though existing methods have achieved remarkable performance, they often exhibit limitations…

计算机视觉与模式识别 · 计算机科学 2025-02-19 Ming Meng , Ke Mu , Yonggui Zhu , Zhe Zhu , Haoyu Sun , Heyang Yan , Zhaoxin Fan

In recent years because of the advances in computer vision research, free hand gestures have been explored as means of human-computer interaction (HCI). Together with improved speech processing technology it is an important step toward…

计算机视觉与模式识别 · 计算机科学 2007-05-23 S. Kettebekov , R. Sharma

Co-speech gesture video generation aims to synthesize realistic, audio-aligned videos of speakers, complete with synchronized facial expressions and body gestures. This task presents challenges due to the significant one-to-many mapping…

计算机视觉与模式识别 · 计算机科学 2025-07-15 Xu Yang , Shaoli Huang , Shenbo Xie , Xuelin Chen , Yifei Liu , Changxing Ding

Co-speech gestures play a crucial role in the interactions between humans and embodied conversational agents (ECA). Recent deep learning methods enable the generation of realistic, natural co-speech gestures synchronized with speech, but…

人工智能 · 计算机科学 2024-06-25 Teo Guichoux , Laure Soulier , Nicolas Obin , Catherine Pelachaud

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…

计算机视觉与模式识别 · 计算机科学 2025-03-18 Yongkang Cheng , Shaoli Huang

The automatic co-speech gesture generation draws much attention in computer animation. Previous works designed network structures on individual datasets, which resulted in a lack of data volume and generalizability across different motion…

Audio-driven co-speech human gesture generation has made remarkable advancements recently. However, most previous works only focus on single person audio-driven gesture generation. We aim at solving the problem of conversational co-speech…

人机交互 · 计算机科学 2024-01-12 Haiwei Xue , Sicheng Yang , Zhensong Zhang , Zhiyong Wu , Minglei Li , Zonghong Dai , Helen Meng

Image Schemas are repetitive cognitive patterns that influence the way we conceptualize and reason about various concepts present in speech. These patterns are deeply embedded within our cognitive processes and are reflected in our bodily…

人工智能 · 计算机科学 2023-11-22 Mireille Fares , Catherine Pelachaud , Nicolas Obin

Gestures are integral components of face-to-face communication. They unfold over time, often following predictable movement phases of preparation, stroke, and retraction. Yet, the prevalent approach to automatic gesture detection treats the…

计算机视觉与模式识别 · 计算机科学 2024-04-30 Esam Ghaleb , Ilya Burenko , Marlou Rasenberg , Wim Pouw , Peter Uhrig , Judith Holler , Ivan Toni , Aslı Özyürek , Raquel Fernández

Emotion recognition is a topic of significant interest in assistive robotics due to the need to equip robots with the ability to comprehend human behavior, facilitating their effective interaction in our society. Consequently, efficient and…