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Functional grasp is essential for enabling dexterous multi-finger robot hands to manipulate objects effectively. However, most prior work either focuses on power grasping, which simply involves holding an object still, or relies on costly…

计算机视觉与模式识别 · 计算机科学 2025-05-14 Hongyi Chen , Yunchao Yao , Yufei Ye , Zhixuan Xu , Homanga Bharadhwaj , Jiashun Wang , Shubham Tulsiani , Zackory Erickson , Jeffrey Ichnowski

Existing RGB-based 2D hand pose estimation methods learn the joint locations from a single resolution, which is not suitable for different hand sizes. To tackle this problem, we propose a new deep learning-based framework that consists of…

计算机视觉与模式识别 · 计算机科学 2021-05-25 Ikram Kourbane , Yakup Genc

New and more natural human-robot interfaces are of crucial interest to the evolution of robotics. This paper addresses continuous and real-time hand gesture spotting, i.e., gesture segmentation plus gesture recognition. Gesture patterns are…

机器人学 · 计算机科学 2016-11-15 Pedro Neto , Dário Pereira , Norberto Pires , Paulo Moreira

Hand gesture recognition has been granted as one of the emerging fields in research today providing a natural way of communication between man and a machine. Gestures are some forms of body motions which a person expresses when doing a work…

图像与视频处理 · 电气工程与系统科学 2018-12-27 Biswarup Ganguly , Amit Konar

Reconstructing the motion of objects from videos is a key component for embodied AI and robot manipulation. While diverse approaches to object pose tracking have been studied, they rely heavily on strong external priors, such as depth data…

计算机视觉与模式识别 · 计算机科学 2026-05-25 Jisu Shin , Junoh Lee , JunGyu Lee , Inhwan Bae , Dohyeon Lee , Hokyun Im , Youngwoon Lee , Hae-Gon Jeon

The current interacting hand (IH) datasets are relatively simplistic in terms of background and texture, with hand joints being annotated by a machine annotator, which may result in inaccuracies, and the diversity of pose distribution is…

计算机视觉与模式识别 · 计算机科学 2023-09-29 Lijun Li , Linrui Tian , Xindi Zhang , Qi Wang , Bang Zhang , Mengyuan Liu , Chen Chen

In this paper, we introduce a new benchmark dataset named IPN Hand with sufficient size, variety, and real-world elements able to train and evaluate deep neural networks. This dataset contains more than 4,000 gesture samples and 800,000 RGB…

计算机视觉与模式识别 · 计算机科学 2020-10-21 Gibran Benitez-Garcia , Jesus Olivares-Mercado , Gabriel Sanchez-Perez , Keiji Yanai

Forecasting how human hands move in egocentric views is critical for applications like augmented reality and human-robot policy transfer. Recently, several hand trajectory prediction (HTP) methods have been developed to generate future…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Junyi Ma , Wentao Bao , Jingyi Xu , Guanzhong Sun , Yu Zheng , Erhang Zhang , Xieyuanli Chen , Hesheng Wang

Tracking hand poses on wrist-wearables enables rich, expressive interactions, yet remains unavailable on commercial smartwatches, as prior implementations rely on external sensors or custom hardware, limiting their real-world applicability.…

人机交互 · 计算机科学 2026-02-26 Jiwan Kim , Chi-Jung Lee , Hohurn Jung , Tianhong Catherine Yu , Ruidong Zhang , Ian Oakley , Cheng Zhang

In this paper, we concern with the problem of how to automatically extract the steps that compose real-life hand activities. This is a key competence towards processing, monitoring and providing video guidance in Mixed Reality systems. We…

计算机视觉与模式识别 · 计算机科学 2021-10-01 Yao Lu , Walterio W. Mayol-Cuevas

3D hand tracking from a monocular video is a very challenging problem due to hand interactions, occlusions, left-right hand ambiguity, and fast motion. Most existing methods rely on RGB inputs, which have severe limitations under low-light…

计算机视觉与模式识别 · 计算机科学 2023-12-22 Christen Millerdurai , Diogo Luvizon , Viktor Rudnev , André Jonas , Jiayi Wang , Christian Theobalt , Vladislav Golyanik

It is human to want to touch artworks, to feel their surface curvature and texture, their shapes and structures, and to feel the hand of the artist. Museum guards need to be constantly vigilant to protect art objects from adoring and…

人机交互 · 计算机科学 2021-10-05 Bernice Rogowitz , Laura J. Perovich , Yuke Li , Bjorn Kierulf , Dietmar Offenhuber

Natural user interfaces are on the rise. Manufacturers for Augmented, Virtual, and Mixed Reality head mounted displays are increasingly integrating new sensors into their consumer grade products, allowing gesture recognition without…

人机交互 · 计算机科学 2022-07-05 Alexander Schäfer , Gerd Reis , Didier Stricker

Pointing gestures are a common interaction method used in Human-Robot Collaboration for various tasks, ranging from selecting targets to guiding industrial processes. This study introduces a method for localizing pointed targets within a…

机器人学 · 计算机科学 2025-06-30 Noora Sassali , Roel Pieters

Estimating the 3D hand pose from a monocular RGB image is important but challenging. A solution is training on large-scale RGB hand images with accurate 3D hand keypoint annotations. However, it is too expensive in practice. Instead, we…

计算机视觉与模式识别 · 计算机科学 2020-10-06 Zhenyu Wu , Duc Hoang , Shih-Yao Lin , Yusheng Xie , Liangjian Chen , Yen-Yu Lin , Zhangyang Wang , Wei Fan

Understanding hand-object interaction (HOI) is fundamental to computer vision, robotics, and AR/VR. However, conventional hand videos often lack essential physical information such as contact forces and motion signals, and are prone to…

计算机视觉与模式识别 · 计算机科学 2026-03-24 Xinyu Zhang , Ziyi Kou , Chuan Qin , Mia Huang , Ergys Ristani , Ankit Kumar , Lele Chen , Kun He , Abdeslam Boularias , Li Guan

Nowadays, hand gesture recognition has become an alternative for human-machine interaction. It has covered a large area of applications like 3D game technology, sign language interpreting, VR (virtual reality) environment, and robotics. But…

计算机视觉与模式识别 · 计算机科学 2022-02-28 Abir Sen , Tapas Kumar Mishra , Ratnakar Dash

Sensing gloves have become important tools for teleoperation and robotic policy learning as they are able to provide rich signals like speed, acceleration and tactile feedback. A common approach to track gloved hands is to directly use the…

计算机视觉与模式识别 · 计算机科学 2026-02-06 Wenhui Cui , Ziyi Kou , Chuan Qin , Ergys Ristani , Li Guan

Our work aims to reconstruct hand-held objects given a single RGB image. In contrast to prior works that typically assume known 3D templates and reduce the problem to 3D pose estimation, our work reconstructs generic hand-held object…

计算机视觉与模式识别 · 计算机科学 2022-04-15 Yufei Ye , Abhinav Gupta , Shubham Tulsiani

This work presents a next-generation human-robot interface that can infer and realize the user's manipulation intention via sight only. Specifically, we develop a system that integrates near-eye-tracking and robotic manipulation to enable…

机器人学 · 计算机科学 2023-05-16 Shaochen Wang , Wei Zhang , Zhangli Zhou , Jiaxi Cao , Ziyang Chen , Kang Chen , Bin Li , Zhen Kan
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