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Recently, 3D hand reconstruction has gained more attention in human-computer cooperation, especially for hand-object interaction scenario. However, it still remains huge challenge due to severe hand-occlusion caused by interaction, which…

计算机视觉与模式识别 · 计算机科学 2024-03-05 Feng Shuang , Wenbo He , Shaodong Li

3D hand-mesh reconstruction from RGB images facilitates many applications, including augmented reality (AR). However, this requires not only real-time speed and accurate hand pose and shape but also plausible mesh-image alignment. While…

计算机视觉与模式识别 · 计算机科学 2021-09-07 Xiao Tang , Tianyu Wang , Chi-Wing Fu

Existing methods proposed for hand reconstruction tasks usually parameterize a generic 3D hand model or predict hand mesh positions directly. The parametric representations consisting of hand shapes and rotational poses are more stable,…

计算机视觉与模式识别 · 计算机科学 2023-04-18 Congyi Wang , Feida Zhu , Shilei Wen

Humans move their hands and bodies together to communicate and solve tasks. Capturing and replicating such coordinated activity is critical for virtual characters that behave realistically. Surprisingly, most methods treat the 3D modeling…

图形学 · 计算机科学 2022-01-10 Javier Romero , Dimitrios Tzionas , Michael J. Black

Recent hand-object interaction datasets show limited real object variability and rely on fitting the MANO parametric model to obtain groundtruth hand shapes. To go beyond these limitations and spur further research, we introduce the SHOWMe…

Reconstructing hand-held objects from monocular RGB images is an appealing yet challenging task. In this task, contacts between hands and objects provide important cues for recovering the 3D geometry of the hand-held objects. Though recent…

计算机视觉与模式识别 · 计算机科学 2024-01-17 Junxing Hu , Hongwen Zhang , Zerui Chen , Mengcheng Li , Yunlong Wang , Yebin Liu , Zhenan Sun

Reconstructing a 3D hand mesh from a single RGB image is challenging due to complex articulations, self-occlusions, and depth ambiguities. Traditional discriminative methods, which learn a deterministic mapping from a 2D image to a single…

计算机视觉与模式识别 · 计算机科学 2025-03-20 Muhammad Usama Saleem , Ekkasit Pinyoanuntapong , Mayur Jagdishbhai Patel , Hongfei Xue , Ahmed Helmy , Srijan Das , Pu Wang

Human hand simulation plays a critical role in digital twin applications, requiring models that balance anatomical fidelity with computational efficiency. We present a complete pipeline for constructing multi-rigid-body approximations of…

机器人学 · 计算机科学 2025-12-09 Bin Zhao , Yiwen Lu , Haohua Zhu , Xiao Li , Sheng Yi

Human hands play a central role in interacting with other people and objects. For realistic replication of such hand motions, high-fidelity hand meshes have to be reconstructed. In this study, we firstly propose DeepHandMesh, a…

计算机视觉与模式识别 · 计算机科学 2020-08-20 Gyeongsik Moon , Takaaki Shiratori , Kyoung Mu Lee

Accurate hand motion capture and standardized 3D representation are essential for various hand-related tasks. Collecting keypoints-only data, while efficient and cost-effective, results in low-fidelity representations and lacks surface…

计算机视觉与模式识别 · 计算机科学 2024-11-19 Menghe Zhang , Joonyeoup Kim , Yangwen Liang , Shuangquan Wang , Kee-Bong Song

Estimating 3D hand meshes from RGB images robustly is a highly desirable task, made challenging due to the numerous degrees of freedom, and issues such as self similarity and occlusions. Previous methods generally either use parametric 3D…

计算机视觉与模式识别 · 计算机科学 2022-02-02 Michael Seeber , Roi Poranne , Marc Polleyfeys , Martin R. Oswald

Non-parametric mesh reconstruction has recently shown significant progress in 3D hand and body applications. In these methods, mesh vertices and edges are visible to neural networks, enabling the possibility to establish a direct mapping…

计算机视觉与模式识别 · 计算机科学 2022-10-18 Shijian Jiang , Guwen Han , Danhang Tang , Yang Zhou , Xiang Li , Jiming Chen , Qi Ye

Reconstructing high-fidelity hand models with intricate textures plays a crucial role in enhancing human-object interaction and advancing real-world applications. Despite the state-of-the-art methods excelling in texture generation and…

计算机视觉与模式识别 · 计算机科学 2024-07-10 Qijun Gan , Wentong Li , Jinwei Ren , Jianke Zhu

Current parametric models have made notable progress in 3D hand pose and shape estimation. However, due to the fixed hand topology and complex hand poses, current models are hard to generate meshes that are aligned with the image well. To…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Hanhui Li , Xiaojian Lin , Xuan Huang , Zejun Yang , Zhisheng Wang , Xiaodan Liang

This work proposes a novel learning framework for visual hand dynamics analysis that takes into account the physiological aspects of hand motion. The existing models, which are simplified joint-actuated systems, often produce unnatural…

计算机视觉与模式识别 · 计算机科学 2024-04-17 Pengfei Xie , Wenqiang Xu , Tutian Tang , Zhenjun Yu , Cewu Lu

Human face is a 3D object with shape and surface texture. 3D Morphable Model (3DMM) is a powerful tool for reconstructing the 3D face from a single 2D face image. In the shape fitting process, 3DMM estimates the correspondence between 2D…

计算机视觉与模式识别 · 计算机科学 2018-08-17 Yu Yanga , Xiao-Jun Wu , Josef Kittler

Fully-supervised monocular 3D hand reconstruction is often difficult because capturing the requisite 3D data entails deploying specialized equipment in a controlled environment. We introduce a weakly-supervised method that avoids such…

计算机视觉与模式识别 · 计算机科学 2024-07-18 Yufei Zhang , Jeffrey O. Kephart , Qiang Ji

Reshaping accurate and realistic 3D human bodies from anthropometric parameters (e.g., height, chest size, etc.) poses a fundamental challenge for person identification, online shopping and virtual reality. Existing approaches for creating…

计算机视觉与模式识别 · 计算机科学 2021-04-06 Yanhong Zeng , Jianlong Fu , Hongyang Chao

In general, hand pose estimation aims to improve the robustness of model performance in the real-world scenes. However, it is difficult to enhance the robustness since existing datasets are obtained in restricted environments to annotate 3D…

计算机视觉与模式识别 · 计算机科学 2023-10-20 Bosang Kim , Jonghyun Kim , Hyotae Lee , Lanying Jin , Jeongwon Ha , Dowoo Kwon , Jungpyo Kim , Wonhyeok Im , KyungMin Jin , Jungho Lee

Modeling hand-object manipulations is essential for understanding how humans interact with their environment. While of practical importance, estimating the pose of hands and objects during interactions is challenging due to the large mutual…

计算机视觉与模式识别 · 计算机科学 2020-04-29 Yana Hasson , Bugra Tekin , Federica Bogo , Ivan Laptev , Marc Pollefeys , Cordelia Schmid
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