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Recent advancements in audio generation have been spurred by the evolution of large-scale deep learning models and expansive datasets. However, the task of video-to-audio (V2A) generation continues to be a challenge, principally because of…

音频与语音处理 · 电气工程与系统科学 2023-09-20 Xinhao Mei , Varun Nagaraja , Gael Le Lan , Zhaoheng Ni , Ernie Chang , Yangyang Shi , Vikas Chandra

Social interactions incorporate nonverbal signals to convey emotions alongside speech, including facial expressions and body gestures. Generative models have demonstrated promising results in creating full-body nonverbal animations…

人机交互 · 计算机科学 2026-04-01 Kiran Chhatre , Renan Guarese , Andrii Matviienko , Christopher Peters

We propose EMAGE, a framework to generate full-body human gestures from audio and masked gestures, encompassing facial, local body, hands, and global movements. To achieve this, we first introduce BEAT2 (BEAT-SMPLX-FLAME), a new mesh-level…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Haiyang Liu , Zihao Zhu , Giorgio Becherini , Yichen Peng , Mingyang Su , You Zhou , Xuefei Zhe , Naoya Iwamoto , Bo Zheng , Michael J. Black

We propose the first approach to automatically and jointly synthesize both the synchronous 3D conversational body and hand gestures, as well as 3D face and head animations, of a virtual character from speech input. Our algorithm uses a CNN…

计算机视觉与模式识别 · 计算机科学 2021-02-16 Ikhsanul Habibie , Weipeng Xu , Dushyant Mehta , Lingjie Liu , Hans-Peter Seidel , Gerard Pons-Moll , Mohamed Elgharib , Christian Theobalt

Co-speech gesture is crucial for human-machine interaction and digital entertainment. While previous works mostly map speech audio to human skeletons (e.g., 2D keypoints), directly generating speakers' gestures in the image domain remains…

计算机视觉与模式识别 · 计算机科学 2022-12-06 Xian Liu , Qianyi Wu , Hang Zhou , Yuanqi Du , Wayne Wu , Dahua Lin , Ziwei Liu

Speech-driven gesture generation is highly challenging due to the random jitters of human motion. In addition, there is an inherent asynchronous relationship between human speech and gestures. To tackle these challenges, we introduce a…

人机交互 · 计算机科学 2023-05-19 Sicheng Yang , Zhiyong Wu , Minglei Li , Zhensong Zhang , Lei Hao , Weihong Bao , Haolin Zhuang

We present an interface involving four degrees-of-freedom (DOF) mechanical control of a two dimensional, mid-sagittal tongue through a biomechanical toolkit called ArtiSynth and a sound synthesis engine called JASS towards articulatory…

声音 · 计算机科学 2018-11-21 Pramit Saha , Debasish Ray Mohapatra , Praneeth SV , Sidney Fels

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…

人机交互 · 计算机科学 2026-01-30 Thanh Hoang-Minh

Generating vivid and emotional 3D co-speech gestures is crucial for virtual avatar animation in human-machine interaction applications. While the existing methods enable generating the gestures to follow a single emotion label, they…

计算机视觉与模式识别 · 计算机科学 2024-03-28 Xingqun Qi , Jiahao Pan , Peng Li , Ruibin Yuan , Xiaowei Chi , Mengfei Li , Wenhan Luo , Wei Xue , Shanghang Zhang , Qifeng Liu , Yike Guo

This paper presents a novel framework for automatic speech-driven gesture generation, applicable to human-agent interaction including both virtual agents and robots. Specifically, we extend recent deep-learning-based, data-driven methods…

人机交互 · 计算机科学 2019-06-12 Taras Kucherenko , Dai Hasegawa , Gustav Eje Henter , Naoshi Kaneko , Hedvig Kjellström

Dynamic Digital Humans (DDHs) are 3D digital models that are animated using predefined motions and are inevitably bothered by noise/shift during the generation process and compression distortion during the transmission process, which needs…

计算机视觉与模式识别 · 计算机科学 2023-10-25 Zicheng Zhang , Yingjie Zhou , Wei Sun , Xiongkuo Min , Guangtao Zhai

Artificial intelligence generative models exhibit remarkable capabilities in content creation, particularly in face image generation, customization, and restoration. However, current AI-generated faces (AIGFs) often fall short of human…

计算机视觉与模式识别 · 计算机科学 2025-09-11 Lu Liu , Huiyu Duan , Qiang Hu , Liu Yang , Chunlei Cai , Tianxiao Ye , Huayu Liu , Xiaoyun Zhang , Guangtao Zhai

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

Embodied agents, in the form of virtual agents or social robots, are rapidly becoming more widespread. In human-human interactions, humans use nonverbal behaviours to convey their attitudes, feelings, and intentions. Therefore, this…

人工智能 · 计算机科学 2026-04-30 Carson Yu Liu , Gelareh Mohammadi , Yang Song , Wafa Johal

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…

Co-speech gesture generation is crucial for creating lifelike avatars and enhancing human-computer interactions by synchronizing gestures with speech. Despite recent advancements, existing methods struggle with accurately identifying the…

计算机视觉与模式识别 · 计算机科学 2025-09-23 Pinxin Liu , Pengfei Zhang , Hyeongwoo Kim , Pablo Garrido , Ari Shapiro , Kyle Olszewski

In-place gesture-based virtual locomotion techniques enable users to control their viewpoint and intuitively move in the 3D virtual environment. A key research problem is to accurately and quickly recognize in-place gestures, since they can…

人机交互 · 计算机科学 2022-09-05 Lizhi Zhao , Xuequan Lu , Qianyue Bao , Meili Wang

Autism Spectrum Disorder (ASD) is characterized by challenges in social communication and restricted patterns, with motor abnormalities gaining traction for early detection. However, kinematic analysis in ASD is limited, often lacking…

机器学习 · 计算机科学 2024-10-28 Alberto Altozano , Maria Eleonora Minissi , Mariano Alcañiz , Javier Marín-Morales

Whenever we speak, our voice is accompanied by facial movements and expressions. Several recent works have shown the synthesis of highly photo-realistic videos of talking faces, but they either require a source video to drive the target…

计算机视觉与模式识别 · 计算机科学 2020-11-03 Prateek Manocha , Prithwijit Guha

When virtual agents interact with humans, gestures are crucial to delivering their intentions with speech. Previous multimodal co-speech gesture generation models required encoded features of all modalities to generate gestures. If some…

计算机视觉与模式识别 · 计算机科学 2023-05-26 Gwantae Kim , Seonghyeok Noh , Insung Ham , Hanseok Ko