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Audio-driven talking video generation has advanced significantly, but existing methods often depend on video-to-video translation techniques and traditional generative networks like GANs and they typically generate taking heads and…

计算机视觉与模式识别 · 计算机科学 2024-09-13 Steven Hogue , Chenxu Zhang , Hamza Daruger , Yapeng Tian , Xiaohu Guo

Embodied Conversational Agents that make use of co-speech gestures can enhance human-machine interactions in many ways. In recent years, data-driven gesture generation approaches for ECAs have attracted considerable research attention, and…

人机交互 · 计算机科学 2022-10-14 Yuan He , André Pereira , Taras Kucherenko

This paper reports on the second GENEA Challenge to benchmark data-driven automatic co-speech gesture generation. Participating teams used the same speech and motion dataset to build gesture-generation systems. Motion generated by all these…

Co-speech gestures play a vital role in non-verbal communication. In this paper, we introduce a new framework for co-speech gesture understanding in the wild. Specifically, we propose three new tasks and benchmarks to evaluate a model's…

计算机视觉与模式识别 · 计算机科学 2025-08-22 Sindhu B Hegde , K R Prajwal , Taein Kwon , Andrew Zisserman

Co-speech gesture generation is crucial for producing synchronized and realistic human gestures that accompany speech, enhancing the animation of lifelike avatars in virtual environments. While diffusion models have shown impressive…

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

In this work, we present LLM Gesticulator, an LLM-based audio-driven co-speech gesture generation framework that synthesizes full-body animations that are rhythmically aligned with the input audio while exhibiting natural movements and…

图形学 · 计算机科学 2024-10-23 Haozhou Pang , Tianwei Ding , Lanshan He , Ming Tao , Lu Zhang , Qi Gan

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

Synthesizing synchronized and natural co-speech gesture videos remains a formidable challenge. Recent approaches have leveraged motion graphs to harness the potential of existing video data. To retrieve an appropriate trajectory from the…

计算机视觉与模式识别 · 计算机科学 2025-12-03 Yafei Song , Peng Zhang , Bang Zhang

Conversational scenarios are very common in real-world settings, yet existing co-speech motion synthesis approaches often fall short in these contexts, where one person's audio and gestures will influence the other's responses.…

声音 · 计算机科学 2024-12-04 Mingyi Shi , Dafei Qin , Leo Ho , Zhouyingcheng Liao , Yinghao Huang , Junichi Yamagishi , Taku Komura

Vivid talking face generation holds immense potential applications across diverse multimedia domains, such as film and game production. While existing methods accurately synchronize lip movements with input audio, they typically ignore…

计算机视觉与模式识别 · 计算机科学 2024-06-13 Jiadong Liang , Feng Lu

Natural co-speech gestures are essential components to improve the experience of Human-robot interaction (HRI). However, current gesture generation approaches have many limitations of not being natural, not aligning with the speech and…

机器人学 · 计算机科学 2024-09-10 Shiyi Tang , Christian Dondrup

In this paper we introduce a new synchronisation task, Gesture-Sync: determining if a person's gestures are correlated with their speech or not. In comparison to Lip-Sync, Gesture-Sync is far more challenging as there is a far looser…

计算机视觉与模式识别 · 计算机科学 2023-10-10 Sindhu B Hegde , Andrew Zisserman

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

We review human evaluation practices in automatic, speech-driven 3D gesture generation and find a lack of standardisation and frequent use of flawed experimental setups. This leads to a situation where it is impossible to know how different…

Gestures are pivotal in enhancing co-speech communication. While recent works have mostly focused on point-level motion transformation or fully supervised motion representations through data-driven approaches, we explore the representation…

计算机视觉与模式识别 · 计算机科学 2024-09-27 Huan Yang , Jiahui Chen , Chaofan Ding , Runhua Shi , Siyu Xiong , Qingqi Hong , Xiaoqi Mo , Xinhan Di

Synthesizing natural interactions between virtual humans and their 3D environments is critical for numerous applications, such as computer games and AR/VR experiences. Our goal is to synthesize humans interacting with a given 3D scene…

计算机视觉与模式识别 · 计算机科学 2022-07-27 Kaifeng Zhao , Shaofei Wang , Yan Zhang , Thabo Beeler , Siyu Tang

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…

人机交互 · 计算机科学 2024-05-15 Jonathan Windle , Iain Matthews , Sarah Taylor

Co-speech gesture generation enhances human-computer interaction realism through speech-synchronized gesture synthesis. However, generating semantically meaningful gestures remains a challenging problem. We propose SARGes, a novel framework…

计算与语言 · 计算机科学 2025-03-27 Nan Gao , Yihua Bao , Dongdong Weng , Jiayi Zhao , Jia Li , Yan Zhou , Pengfei Wan , Di Zhang

In this paper, we propose a novel audio-driven talking head method capable of simultaneously generating highly expressive facial expressions and hand gestures. Unlike existing methods that focus on generating full-body or half-body poses,…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Linrui Tian , Siqi Hu , Qi Wang , Bang Zhang , Liefeng Bo