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Hand segmentation and detection in truly unconstrained RGB-based settings is important for many applications. However, existing datasets are far from sufficient in terms of size and variety due to the infeasibility of manual annotation of…

计算机视觉与模式识别 · 计算机科学 2021-12-24 Fanqing Lin , Brian Price , Tony Martinez

Hand-Object Interaction (HOI) is gaining significant attention, particularly with the creation of numerous egocentric datasets driven by AR/VR applications. However, third-person view HOI has received less attention, especially in terms of…

计算机视觉与模式识别 · 计算机科学 2024-09-17 Arya Farkhondeh , Samy Tafasca , Jean-Marc Odobez

Touch plays a fundamental role in manipulation for humans; however, machine perception of contact and pressure typically requires invasive sensors. Recent research has shown that deep models can estimate hand pressure based on a single RGB…

计算机视觉与模式识别 · 计算机科学 2024-01-04 Patrick Grady , Jeremy A. Collins , Chengcheng Tang , Christopher D. Twigg , Kunal Aneja , James Hays , Charles C. Kemp

Government agencies collect and manage a wide range of ever-growing datasets. While such data has the potential to support research and evidence-based policy making, there are concerns that the dissemination of such data could infringe upon…

密码学与安全 · 计算机科学 2026-01-29 Chris Clifton , Bradley Malin , Anna Oganian , Ramesh Raskar , Vivek Sharma

We present an approach for real-time, robust and accurate hand pose estimation from moving egocentric RGB-D cameras in cluttered real environments. Existing methods typically fail for hand-object interactions in cluttered scenes imaged from…

计算机视觉与模式识别 · 计算机科学 2018-11-26 Franziska Mueller , Dushyant Mehta , Oleksandr Sotnychenko , Srinath Sridhar , Dan Casas , Christian Theobalt

Analysis of hand-hand interactions is a crucial step towards better understanding human behavior. However, most researches in 3D hand pose estimation have focused on the isolated single hand case. Therefore, we firstly propose (1) a…

计算机视觉与模式识别 · 计算机科学 2020-08-24 Gyeongsik Moon , Shoou-i Yu , He Wen , Takaaki Shiratori , Kyoung Mu 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

Estimating the poses of both a hand and an object has become an important area of research due to the growing need for advanced vision computing. The primary challenge involves understanding and reconstructing how hands and objects…

计算机视觉与模式识别 · 计算机科学 2024-09-27 Taeyun Woo , Tae-Kyun Kim , Jinah Park

Articulated hand pose tracking is an under-explored problem that carries the potential for use in an extensive number of applications, especially in the medical domain. With a robust and accurate tracking system on surgical videos, the…

计算机视觉与模式识别 · 计算机科学 2025-02-10 Nathan Louis , Luowei Zhou , Steven J. Yule , Roger D. Dias , Milisa Manojlovich , Francis D. Pagani , Donald S. Likosky , Jason J. Corso

Human movement analysis is a key area of research in robotics, biomechanics, and data science. It encompasses tracking, posture estimation, and movement synthesis. While numerous methodologies have evolved over time, a systematic and…

机器人学 · 计算机科学 2023-05-11 Brenda Elizabeth Olivas-Padilla , Alina Glushkova , Sotiris Manitsaris

We propose a method for annotating images of a hand manipulating an object with the 3D poses of both the hand and the object, together with a dataset created using this method. Our motivation is the current lack of annotated real images for…

计算机视觉与模式识别 · 计算机科学 2020-06-02 Shreyas Hampali , Mahdi Rad , Markus Oberweger , Vincent Lepetit

We address the challenging task of anticipating human-object interaction in first person videos. Most existing methods ignore how the camera wearer interacts with the objects, or simply consider body motion as a separate modality. In…

计算机视觉与模式识别 · 计算机科学 2020-07-21 Miao Liu , Siyu Tang , Yin Li , James Rehg

Motivated by the growing interest in enhancing intuitive physical Human-Machine Interaction (HRI/HVI), this study aims to propose a robust tactile hand gesture recognition system. We performed a comprehensive evaluation of different hand…

人机交互 · 计算机科学 2024-05-28 Chiara Fumelli , Anirvan Dutta , Mohsen Kaboli

The surgical usage of Mixed Reality (MR) has received growing attention in areas such as surgical navigation systems, skill assessment, and robot-assisted surgeries. For such applications, pose estimation for hand and surgical instruments…

计算机视觉与模式识别 · 计算机科学 2023-10-05 Rui Wang , Sophokles Ktistakis , Siwei Zhang , Mirko Meboldt , Quentin Lohmeyer

We tackle the novel problem of predicting 3D hand motion and contact maps (or Interaction Trajectories) given a single RGB view, action text, and a 3D contact point on the object as input. Our approach consists of (1) Interaction Codebook:…

计算机视觉与模式识别 · 计算机科学 2025-04-17 Aditya Prakash , Benjamin Lundell , Dmitry Andreychuk , David Forsyth , Saurabh Gupta , Harpreet Sawhney

The lack of interpretability of existing CNN-based hand detection methods makes it difficult to understand the rationale behind their predictions. In this paper, we propose a novel neural network model, which introduces interpretability…

计算机视觉与模式识别 · 计算机科学 2020-01-20 Dan Liu , Libo Zhang , Tiejian Luo , Lili Tao , Yanjun Wu

Gesture recognition is an indispensable component of natural and efficient human-computer interaction technology, particularly in desktop-level applications, where it can significantly enhance people's productivity. However, the current…

计算机视觉与模式识别 · 计算机科学 2024-01-09 Qi Wang , Fengchao Zhu , Guangming Zhu , Liang Zhang , Ning Li , Eryang Gao

With the rising interest in Virtual Reality and the fast development and improvement of available devices, new features of interactions are becoming available. One of them that is becoming very popular is hand tracking, as the idea to…

人机交互 · 计算机科学 2020-04-28 Jan-Niklas Voigt-Antons , Tanja Kojić , Danish Ali , Sebastian Möller

Virtual reality has proved to be useful in applications in several fields ranging from gaming, medicine, and training to development of interfaces that enable human-robot collaboration. It empowers designers to explore applications outside…

人机交互 · 计算机科学 2023-07-24 Debasmita Mukherjee , Ritwik Singhai , Homayoun Najjaran

The extraction of keypoint positions from input hand frames, known as 3D hand pose estimation, is crucial for various human-computer interaction applications. However, current approaches often struggle with the dynamic nature of…

计算机视觉与模式识别 · 计算机科学 2024-07-31 Wencan Cheng , Eunji Kim , Jong Hwan Ko