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Accurate hand pose estimation is vital in robotics, advancing dexterous manipulation in human-computer interaction. Toward this goal, this paper presents ReJSHand (which stands for Refined Joint and Skeleton Features), a cutting-edge…

机器人学 · 计算机科学 2025-03-11 Shan An , Shipeng Dai , Mahrukh Ansari , Yu Liang , Ming Zeng , Konstantinos A. Tsintotas , Changhong Fu , Hong Zhang

Task-oriented object grasping and rearrangement are critical skills for robots to accomplish different real-world manipulation tasks. However, they remain challenging due to partial observations of the objects and shape variations in…

机器人学 · 计算机科学 2026-03-06 Yichen Cai , Jianfeng Gao , Christoph Pohl , Tamim Asfour

Estimating hand-object manipulations is essential for interpreting and imitating human actions. Previous work has made significant progress towards reconstruction of hand poses and object shapes in isolation. Yet, reconstructing hands and…

计算机视觉与模式识别 · 计算机科学 2019-04-12 Yana Hasson , Gül Varol , Dimitrios Tzionas , Igor Kalevatykh , Michael J. Black , Ivan Laptev , Cordelia Schmid

Reconstructing detailed hand avatars plays a crucial role in various applications. While prior works have focused on capturing high-fidelity hand geometry, they heavily rely on high-resolution multi-view image inputs and struggle to…

计算机视觉与模式识别 · 计算机科学 2025-09-29 Minje Kim , Tae-Kyun Kim

We present a method for reconstructing accurate and consistent 3D hands from a monocular video. We observe that detected 2D hand keypoints and the image texture provide important cues about the geometry and texture of the 3D hand, which can…

计算机视觉与模式识别 · 计算机科学 2023-03-21 Zhigang Tu , Zhisheng Huang , Yujin Chen , Di Kang , Linchao Bao , Bisheng Yang , Junsong Yuan

In human-computer interaction applications like hand gesture recognition, supervised learning models are often trained on a large population of users to achieve high task accuracy. However, due to individual variability in sensor signals…

人机交互 · 计算机科学 2025-09-12 Duke Lin , Michael Paskett , Ying Yang

Reconstructing a high-precision and high-fidelity 3D human hand from a color image plays a central role in replicating a realistic virtual hand in human-computer interaction and virtual reality applications. The results of current methods…

计算机视觉与模式识别 · 计算机科学 2021-07-30 Ping Chen , Yujin Chen , Dong Yang , Fangyin Wu , Qin Li , Qingpei Xia , Yong Tan

In-hand object manipulation is an important capability for dexterous manipulation. In this paper, we introduce a modeling and planning framework for in-hand object reconfiguration, focusing on frictional patch contacts between the robot's…

机器人学 · 计算机科学 2024-10-22 An Dang , James Lorenz , Xili Yi , Nima Fazeli

The prevalence of smartphone and consumer camera has led to more evidence in the form of digital images, which are mostly taken in uncontrolled and uncooperative environments. In these images, criminals likely hide or cover their faces…

计算机视觉与模式识别 · 计算机科学 2023-11-10 Wojciech Michal Matkowski , Xiaojie Li , Adams Wai Kin Kong

Recent studies on 3D hand reconstruction have demonstrated the effectiveness of synthetic training data to improve estimation performance. However, most methods rely on game engines to synthesize hand images, which often lack diversity in…

计算机视觉与模式识别 · 计算机科学 2026-03-03 Zhuoran Zhao , Xianghao Kong , Linlin Yang , Zheng Wei , Pan Hui , Anyi Rao

In 3D hand-object interaction (HOI) tasks, estimating precise joint poses of hands and objects from monocular RGB input remains highly challenging due to the inherent geometric ambiguity of RGB images and the severe mutual occlusions that…

计算机视觉与模式识别 · 计算机科学 2025-07-21 Yuechen Xie , Haobo Jiang , Jian Yang , Yigong Zhang , Jin Xie

3D hand pose is an underexplored modality for action recognition. Poses are compact yet informative and can greatly benefit applications with limited compute budgets. However, poses alone offer an incomplete understanding of actions, as…

计算机视觉与模式识别 · 计算机科学 2024-08-15 Md Salman Shamil , Dibyadip Chatterjee , Fadime Sener , Shugao Ma , Angela Yao

This work focuses on the problem of in-hand manipulation and regrasping of objects with parallel grippers. We propose Dexterous Manipulation Graph (DMG) as a representation on which we define planning for in-hand manipulation and…

机器人学 · 计算机科学 2019-05-17 Silvia Cruciani , Kaiyu Hang , Christian Smith , Danica Kragic

Recent years have witnessed significant progress in 3D hand mesh recovery. Nevertheless, because of the intrinsic 2D-to-3D ambiguity, recovering camera-space 3D information from a single RGB image remains challenging. To tackle this…

计算机视觉与模式识别 · 计算机科学 2022-04-01 Xingyu Chen , Yufeng Liu , Chongyang Ma , Jianlong Chang , Huayan Wang , Tian Chen , Xiaoyan Guo , Pengfei Wan , Wen Zheng

Although diffusion models can generate high-quality human images, their applications are limited by the instability in generating hands with correct structures. In this paper, we introduce RHanDS, a conditional diffusion-based framework…

计算机视觉与模式识别 · 计算机科学 2025-04-15 Chengrui Wang , Pengfei Liu , Min Zhou , Ming Zeng , Xubin Li , Tiezheng Ge , Bo zheng

Reconstructing interacting hands from monocular images is indispensable in AR/VR applications. Most existing solutions rely on the accurate localization of each skeleton joint. However, these methods tend to be unreliable due to the severe…

计算机视觉与模式识别 · 计算机科学 2023-08-29 Binghui Zuo , Zimeng Zhao , Wenqian Sun , Wei Xie , Zhou Xue , Yangang Wang

Analyzing and understanding hand information from multimedia materials like images or videos is important for many real world applications and remains active in research community. There are various works focusing on recovering hand…

计算机视觉与模式识别 · 计算机科学 2021-07-29 Xiong Zhang , Hongsheng Huang , Jianchao Tan , Hongmin Xu , Cheng Yang , Guozhu Peng , Lei Wang , Ji Liu

We present 3D Points Splatting Hand Reconstruction (3D-PSHR), a real-time and photo-realistic hand reconstruction approach. We propose a self-adaptive canonical points upsampling strategy to achieve high-resolution hand geometry…

计算机视觉与模式识别 · 计算机科学 2023-12-22 Zheheng Jiang , Hossein Rahmani , Sue Black , Bryan M. Williams

Model-based approaches to 3D hand tracking have been shown to perform well in a wide range of scenarios. However, they require initialisation and cannot recover easily from tracking failures that occur due to fast hand motions. Data-driven…

计算机视觉与模式识别 · 计算机科学 2015-10-28 Georg Poier , Konstantinos Roditakis , Samuel Schulter , Damien Michel , Horst Bischof , Antonis A. Argyros

Whole-body 3D human mesh estimation aims to reconstruct the 3D human body, hands, and face simultaneously. Although several methods have been proposed, accurate prediction of 3D hands, which consist of 3D wrist and fingers, still remains…

计算机视觉与模式识别 · 计算机科学 2022-04-20 Gyeongsik Moon , Hongsuk Choi , Kyoung Mu Lee