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相关论文: RealisticHands: A Hybrid Model for 3D Hand Reconst…

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Estimating human pose and shape from monocular images is a long-standing problem in computer vision. Since the release of statistical body models, 3D human mesh recovery has been drawing broader attention. With the same goal of obtaining…

计算机视觉与模式识别 · 计算机科学 2024-01-03 Yating Tian , Hongwen Zhang , Yebin Liu , Limin Wang

Reconstructing the hand mesh from one single RGB image is a challenging task because hands are often occluded by other objects. Most previous works attempt to explore more additional information and adopt attention mechanisms for improving…

计算机视觉与模式识别 · 计算机科学 2025-06-16 Zixun Jiao , Xihan Wang , Zhaoqiang Xia , Lianhe Shao , Quanli Gao

This work introduces a novel and generalizable multi-view Hand Mesh Reconstruction (HMR) model, named POEM, designed for practical use in real-world hand motion capture scenarios. The advances of the POEM model consist of two main aspects.…

计算机视觉与模式识别 · 计算机科学 2025-04-28 Lixin Yang , Licheng Zhong , Pengxiang Zhu , Xinyu Zhan , Junxiao Kong , Jian Xu , Cewu Lu

Occlusion is one of the challenging issues when estimating 3D hand pose. This problem becomes more prominent when hand interacts with an object or two hands are involved. In the past works, much attention has not been given to these…

计算机视觉与模式识别 · 计算机科学 2025-03-28 Mallika Garg , Debashis Ghosh , Pyari Mohan Pradhan

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

Estimating 3D hand mesh from RGB images is a longstanding track, in which occlusion is one of the most challenging problems. Existing attempts towards this task often fail when the occlusion dominates the image space. In this paper, we…

计算机视觉与模式识别 · 计算机科学 2024-02-05 Yinqiao Wang , Hao Xu , Pheng-Ann Heng , Chi-Wing Fu

We tackle the problem of estimating the 3D pose of an individual's upper limbs (arms+hands) from a chest mounted depth-camera. Importantly, we consider pose estimation during everyday interactions with objects. Past work shows that strong…

计算机视觉与模式识别 · 计算机科学 2014-12-02 Gregory Rogez , James S. Supancic , Deva Ramanan

High Dynamic Range (HDR) imaging aims to reproduce the wide range of brightness levels present in natural scenes, which the human visual system can perceive but conventional digital cameras often fail to capture due to their limited dynamic…

图像与视频处理 · 电气工程与系统科学 2025-10-28 Kumbha Nagaswetha

Recent advances have enabled 3d object reconstruction approaches using a single off-the-shelf RGB-D camera. Although these approaches are successful for a wide range of object classes, they rely on stable and distinctive geometric or…

计算机视觉与模式识别 · 计算机科学 2017-04-04 Dimitrios Tzionas , Juergen Gall

We propose to leverage recent advances in reliable 2D pose estimation with Convolutional Neural Networks (CNN) to estimate the 3D pose of people from depth images in multi-person Human-Robot Interaction (HRI) scenarios. Our method is based…

计算机视觉与模式识别 · 计算机科学 2020-11-11 Angel Martínez-González , Michael Villamizar , Olivier Canévet , Jean-Marc Odobez

Reconstructing textured 3D human models from a single image is fundamental for AR/VR and digital human applications. However, existing methods mostly focus on single individuals and thus fail in multi-human scenes, where naive composition…

计算机视觉与模式识别 · 计算机科学 2026-04-08 Gwanghyun Kim , Junghun James Kim , Suh Yoon Jeon , Jason Park , Se Young Chun

This paper addresses the 3D point cloud reconstruction and 3D pose estimation of the human hand from a single RGB image. To that end, we present a novel pipeline for local and global point cloud reconstruction using a 3D hand template while…

计算机视觉与模式识别 · 计算机科学 2021-12-14 Ziwei Yu , Linlin Yang , Shicheng Chen , Angela Yao

Recently, implicit neural representation has been widely used to generate animatable human avatars. However, the materials and geometry of those representations are coupled in the neural network and hard to edit, which hinders their…

计算机视觉与模式识别 · 计算机科学 2024-05-21 Qifeng Chen , Rengan Xie , Kai Huang , Qi Wang , Wenting Zheng , Rong Li , Yuchi Huo

Virtual reality (VR) glove technology is increasingly important for professional training, industrial applications, and teleoperation in hazardous environments, since it enables more natural and immersive interactions than controllers.…

人机交互 · 计算机科学 2026-02-19 Paolo Bottoni , Susanna Cifani , Kamen Kanev , Daniel Moraru , Atsushi Nakamura , Marco Raoul Marini

Hand pose represents key information for action recognition in the egocentric perspective, where the user is interacting with objects. We propose to improve egocentric 3D hand pose estimation based on RGB frames only by using pseudo-depth…

计算机视觉与模式识别 · 计算机科学 2024-08-20 Wiktor Mucha , Michael Wray , Martin Kampel

Hands are often severely occluded by objects, which makes 3D hand mesh estimation challenging. Previous works often have disregarded information at occluded regions. However, we argue that occluded regions have strong correlations with…

计算机视觉与模式识别 · 计算机科学 2022-03-29 JoonKyu Park , Yeonguk Oh , Gyeongsik Moon , Hongsuk Choi , Kyoung Mu Lee

3D hand pose estimation and shape recovery are challenging tasks in computer vision. We introduce a novel framework HandTailor, which combines a learning-based hand module and an optimization-based tailor module to achieve high-precision…

计算机视觉与模式识别 · 计算机科学 2021-10-25 Jun Lv , Wenqiang Xu , Lixin Yang , Sucheng Qian , Chongzhao Mao , Cewu Lu

Hands are the main medium when people interact with the world. Generating proper 3D motion for hand-object interaction is vital for applications such as virtual reality and robotics. Although grasp tracking or object manipulation synthesis…

计算机视觉与模式识别 · 计算机科学 2024-01-30 Yuze Hao , Jianrong Zhang , Tao Zhuo , Fuan Wen , Hehe Fan

With an enormous number of hand images generated over time, unleashing pose knowledge from unlabeled images for supervised hand mesh estimation is an emerging yet challenging topic. To alleviate this issue, semi-supervised and…

计算机视觉与模式识别 · 计算机科学 2023-08-01 Zuyan Liu , Gaojie Lin , Congyi Wang , Min Zheng , Feida Zhu

Recovering textured 3D models of non-rigid human body shapes is challenging due to self-occlusions caused by complex body poses and shapes, clothing obstructions, lack of surface texture, background clutter, sparse set of cameras with…

计算机视觉与模式识别 · 计算机科学 2018-09-19 Abbhinav Venkat , Sai Sagar Jinka , Avinash Sharma