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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…

Computer Vision and Pattern Recognition · Computer Science 2024-03-05 Feng Shuang , Wenbo He , Shaodong Li

Sensing touch on arbitrary surfaces has long been a goal of ubiquitous computing, but often requires instrumenting the surface. Depth camera-based systems have emerged as a promising solution for minimizing instrumentation, but at the cost…

Human-Computer Interaction · Computer Science 2025-03-04 Ziyi Xia , Xincheng Huang , Sidney S Fels , Robert Xiao

Modern surgeries are performed in complex and dynamic settings, including ever-changing interactions between medical staff, patients, and equipment. The holistic modeling of the operating room (OR) is, therefore, a challenging but essential…

Computer Vision and Pattern Recognition · Computer Science 2023-03-24 Ege Özsoy , Tobias Czempiel , Felix Holm , Chantal Pellegrini , Nassir Navab

Purpose: Surgical performance depends not only on surgeons' technical skills but also on team communication within and across the different professional groups present during the operation. Therefore, automatically identifying team…

Computer Vision and Pattern Recognition · Computer Science 2025-02-14 Keqi Chen , Lilien Schewski , Vinkle Srivastav , Joël Lavanchy , Didier Mutter , Guido Beldi , Sandra Keller , Nicolas Padoy

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…

Computer Vision and Pattern Recognition · Computer Science 2023-10-05 Rui Wang , Sophokles Ktistakis , Siwei Zhang , Mirko Meboldt , Quentin Lohmeyer

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…

Computer Vision and Pattern Recognition · Computer Science 2023-09-20 Anilkumar Swamy , Vincent Leroy , Philippe Weinzaepfel , Fabien Baradel , Salma Galaaoui , Romain Bregier , Matthieu Armando , Jean-Sebastien Franco , Gregory Rogez

In this paper, we study task-oriented human grasp synthesis, a new grasp synthesis task that demands both task and context awareness. At the core of our method is the task-aware contact maps. Unlike traditional contact maps that only reason…

Computer Vision and Pattern Recognition · Computer Science 2025-07-16 An-Lun Liu , Yu-Wei Chao , Yi-Ting Chen

Surgical Scene Graphs abstract the complexity of surgical operating rooms (OR) into a structure of entities and their relations, but existing paradigms suffer from strictly dyadic structural limitations. Frameworks that predominantly rely…

Computer Vision and Pattern Recognition · Computer Science 2026-03-11 Tony Danjun Wang , Ka Young Kim , Tolga Birdal , Nassir Navab , Lennart Bastian

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:…

Computer Vision and Pattern Recognition · Computer Science 2025-04-17 Aditya Prakash , Benjamin Lundell , Dmitry Andreychuk , David Forsyth , Saurabh Gupta , Harpreet Sawhney

Most telemanipulation systems for aerial robots provide the operator with only 2D screen visual information. The lack of richer information about the robot's status and environment can limit human awareness and, in turn, task performance.…

Humans constantly contact objects to move and perform tasks. Thus, detecting human-object contact is important for building human-centered artificial intelligence. However, there exists no robust method to detect contact between the body…

Computer Vision and Pattern Recognition · Computer Science 2023-04-05 Yixin Chen , Sai Kumar Dwivedi , Michael J. Black , Dimitrios Tzionas

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…

Computer Vision and Pattern Recognition · Computer Science 2020-04-29 Yana Hasson , Bugra Tekin , Federica Bogo , Ivan Laptev , Marc Pollefeys , Cordelia Schmid

Nosocomial infections place a substantial burden on health care systems and represent a major issue in current public health, requiring notable efforts for its prevention. Understanding the dynamics of infection transmission in a hospital…

Quantitative Methods · Quantitative Biology 2011-04-14 L. Isella , M. Romano , A. Barrat , C. Cattuto , V. Colizza , W. Van den Broeck , F. Gesualdo , E. Pandolfi , L. Ravà , C. Rizzo , A. E. Tozzi

This paper introduces the first text-guided work for generating the sequence of hand-object interaction in 3D. The main challenge arises from the lack of labeled data where existing ground-truth datasets are nowhere near generalizable in…

Computer Vision and Pattern Recognition · Computer Science 2024-04-03 Junuk Cha , Jihyeon Kim , Jae Shin Yoon , Seungryul Baek

Physical contact between hands and objects plays a critical role in human grasps. We show that optimizing the pose of a hand to achieve expected contact with an object can improve hand poses inferred via image-based methods. Given a hand…

Computer Vision and Pattern Recognition · Computer Science 2021-04-16 Patrick Grady , Chengcheng Tang , Christopher D. Twigg , Minh Vo , Samarth Brahmbhatt , Charles C. Kemp

We present a new multi-stream 3D mesh reconstruction network (MSMR-Net) for hand pose estimation from a single RGB image. Our model consists of an image encoder followed by a mesh-convolution decoder composed of connected graph convolution…

Computer Vision and Pattern Recognition · Computer Science 2021-04-27 Uri Wollner , Guy Ben-Yosef

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…

Computer Vision and Pattern Recognition · Computer Science 2023-08-29 Binghui Zuo , Zimeng Zhao , Wenqian Sun , Wei Xie , Zhou Xue , Yangang Wang

This paper presents a simple yet powerful method for 3D human mesh reconstruction from a single RGB image. Most recently, the non-local interactions of the whole mesh vertices have been effectively estimated in the transformer while the…

Computer Vision and Pattern Recognition · Computer Science 2023-04-20 Jeonghwan Kim , Mi-Gyeong Gwon , Hyunwoo Park , Hyukmin Kwon , Gi-Mun Um , Wonjun Kim

This paper presents a comprehensive study of virtual 3D object manipulation along 4DoF on real surfaces in mixed reality (MR), using hand-based and tangible interactions. A custom cylindrical tangible proxy leverages affordances of physical…

Human-Computer Interaction · Computer Science 2025-11-18 Carlos Mosquera , Neven Elsayed , Ernst Kruijff , Joseph Newman , Eduardo Veas

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…

Computer Vision and Pattern Recognition · Computer Science 2026-04-08 Gwanghyun Kim , Junghun James Kim , Suh Yoon Jeon , Jason Park , Se Young Chun