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Achieving expressive 3D motion reconstruction and automatic generation for isolated sign words can be challenging, due to the lack of real-world 3D sign-word data, the complex nuances of signing motions, and the cross-modal understanding of…

计算机视觉与模式识别 · 计算机科学 2024-12-10 Lu Dong , Lipisha Chaudhary , Fei Xu , Xiao Wang , Mason Lary , Ifeoma Nwogu

Sign language (SL) is the primary method of communication for the 70 million Deaf people around the world. Video dictionaries of isolated signs are a core SL learning tool. Replacing these with 3D avatars can aid learning and enable AR/VR…

计算机视觉与模式识别 · 计算机科学 2023-04-21 Maria-Paola Forte , Peter Kulits , Chun-Hao Huang , Vasileios Choutas , Dimitrios Tzionas , Katherine J. Kuchenbecker , Michael J. Black

We present SignAvatars, the first large-scale, multi-prompt 3D sign language (SL) motion dataset designed to bridge the communication gap for Deaf and hard-of-hearing individuals. While there has been an exponentially growing number of…

计算机视觉与模式识别 · 计算机科学 2024-07-03 Zhengdi Yu , Shaoli Huang , Yongkang Cheng , Tolga Birdal

Recent work have addressed the generation of human poses represented by 2D/3D coordinates of human joints for sign language. We use the state of the art in Deep Learning for motion transfer and evaluate them on How2Sign, an American Sign…

计算机视觉与模式识别 · 计算机科学 2021-01-05 Lucas Ventura , Amanda Duarte , Xavier Giro-i-Nieto

Machine learning models fundamentally rely on large quantities of high-quality data. Collecting the necessary data for these models can be challenging due to cost, scarcity, and privacy restrictions. Signed languages are visual languages…

计算与语言 · 计算机科学 2025-06-12 Harry Walsh , Maksym Ivashechkin , Richard Bowden

High-fidelity digital human representations are increasingly in demand in the digital world, particularly for interactive telepresence, AR/VR, 3D graphics, and the rapidly evolving metaverse. Even though they work well in small spaces,…

计算机视觉与模式识别 · 计算机科学 2024-10-24 Zexu Huang , Sarah Monazam Erfani , Siying Lu , Mingming Gong

Head avatar reenactment focuses on creating animatable personal avatars from monocular videos, serving as a foundational element for applications like social signal understanding, gaming, human-machine interaction, and computer vision.…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Wei Liang , Hui Yu , Derui Ding , Rachael E. Jack , Philippe G. Schyns

We propose a novel learned deep prior of body motion for 3D hand shape synthesis and estimation in the domain of conversational gestures. Our model builds upon the insight that body motion and hand gestures are strongly correlated in…

计算机视觉与模式识别 · 计算机科学 2021-04-08 Evonne Ng , Shiry Ginosar , Trevor Darrell , Hanbyul Joo

High-fidelity head avatar reconstruction plays a crucial role in AR/VR, gaming, and multimedia content creation. Recent advances in 3D Gaussian Splatting (3DGS) have demonstrated effectiveness in modeling complex geometry with real-time…

计算机视觉与模式识别 · 计算机科学 2025-08-20 Shikun Zhang , Cunjian Chen , Yiqun Wang , Qiuhong Ke , Yong Li

Sign language generation aims to produce diverse sign representations based on spoken language. However, achieving realistic and naturalistic generation remains a significant challenge due to the complexity of sign language, which…

计算机视觉与模式识别 · 计算机科学 2025-06-16 Xu Wang , Shengeng Tang , Lechao Cheng , Feng Li , Shuo Wang , Richang Hong

We present FlexAvatar, a flexible large reconstruction model for high-fidelity 3D head avatars with detailed dynamic deformation from single or sparse images, without requiring camera poses or expression labels. It leverages a…

计算机视觉与模式识别 · 计算机科学 2025-12-22 Cheng Peng , Zhuo Su , Liao Wang , Chen Guo , Zhaohu Li , Chengjiang Long , Zheng Lv , Jingxiang Sun , Chenyangguang Zhang , Yebin Liu

While recent research has made significant progress in speech-driven talking face generation, the quality of the generated video still lags behind that of real recordings. One reason for this is the use of handcrafted intermediate…

计算机视觉与模式识别 · 计算机科学 2025-04-08 Chenpeng Du , Qi Chen , Tianyu He , Xu Tan , Xie Chen , Kai Yu , Sheng Zhao , Jiang Bian

We present DexMan, an automated framework that converts human visual demonstrations into bimanual dexterous manipulation skills for humanoid robots in simulation. Operating directly on third-person videos of humans manipulating rigid…

机器人学 · 计算机科学 2025-10-10 Jhen Hsieh , Kuan-Hsun Tu , Kuo-Han Hung , Tsung-Wei Ke

Human-motion video generation has been a challenging task, primarily due to the difficulty inherent in learning human body movements. While some approaches have attempted to drive human-centric video generation explicitly through pose…

计算机视觉与模式识别 · 计算机科学 2025-04-02 Boyuan Wang , Xiaofeng Wang , Chaojun Ni , Guosheng Zhao , Zhiqin Yang , Zheng Zhu , Muyang Zhang , Yukun Zhou , Xinze Chen , Guan Huang , Lihong Liu , Xingang Wang

Sign languages are essential for the Deaf and Hard-of-Hearing (DHH) community. Sign language generation systems have the potential to support communication by translating from written languages, such as English, into signed videos. However,…

Facial expression and hand motions are necessary to express our emotions and interact with the world. Nevertheless, most of the 3D human avatars modeled from a casually captured video only support body motions without facial expressions and…

计算机视觉与模式识别 · 计算机科学 2024-08-01 Gyeongsik Moon , Takaaki Shiratori , Shunsuke Saito

Learning fine-grained movements is a challenging topic in robotics, particularly in the context of robotic hands. One specific instance of this challenge is the acquisition of fingerspelling sign language in robots. In this paper, we…

机器人学 · 计算机科学 2024-07-25 Federico Tavella , Aphrodite Galata , Angelo Cangelosi

Sign language is the primary language for many Deaf and Hard-of-Hearing (DHH) signers, yet most conversational AI systems still mediate interaction through spoken or written language. This spoken-language-centered interface can limit access…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Youngmin Kim , Kyobin Choo , Jiwoo Park , Minseo Kim , Chanyoung Kim , Junhyeok Kim , Seong Jae Hwang

This paper proposes a simple baseline framework for video-based 2D/3D human pose estimation that can achieve 10 times efficiency improvement over existing works without any performance degradation, named DeciWatch. Unlike current solutions…

计算机视觉与模式识别 · 计算机科学 2022-07-22 Ailing Zeng , Xuan Ju , Lei Yang , Ruiyuan Gao , Xizhou Zhu , Bo Dai , Qiang Xu

Recent works have shown how realistic talking face images can be obtained under the supervision of geometry guidance, e.g., facial landmark or boundary. To alleviate the demand for manual annotations, in this paper, we propose a novel…

计算机视觉与模式识别 · 计算机科学 2020-03-31 Xianfang Zeng , Yusu Pan , Mengmeng Wang , Jiangning Zhang , Yong Liu
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