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In this paper, we tackle the problem of Egocentric Human-Object Interaction (EHOI) detection in an industrial setting. To overcome the lack of public datasets in this context, we propose a pipeline and a tool for generating synthetic images…

Computer Vision and Pattern Recognition · Computer Science 2024-03-12 Rosario Leonardi , Francesco Ragusa , Antonino Furnari , Giovanni Maria Farinella

This research focuses on developing a real-time posture monitoring and risk assessment system for manual lifting tasks using advanced AI and computer vision technologies. Musculoskeletal disorders (MSDs) are a significant concern for…

Artificial Intelligence · Computer Science 2024-08-26 Ereena Bagga , Ang Yang

Sign language recognition (SLR) facilitates communication between deaf and hearing communities. Deep learning based SLR models are commonly used but require extensive computational resources, making them unsuitable for deployment on edge…

Computer Vision and Pattern Recognition · Computer Science 2026-01-06 Nitin Kumar Singh , Arie Rachmad Syulistyo , Yuichiro Tanaka , Hakaru Tamukoh

Real-world optimization problems often involve complex objective functions with costly evaluations. While Bayesian optimization (BO) with Gaussian processes is effective for these challenges, it suffers in high-dimensional spaces due to…

Machine Learning · Computer Science 2024-12-17 Nobuo Namura , Sho Takemori

Action recognition in still images has seen major improvement in recent years due to advances in human pose estimation, object recognition and stronger feature representations produced by deep neural networks. However, there are still many…

Computer Vision and Pattern Recognition · Computer Science 2016-02-25 Amir Rosenfeld , Shimon Ullman

Estimating the 3D pose of hand and potential hand-held object from monocular images is a longstanding challenge. Yet, existing methods are specialized, focusing on either bare-hand or hand interacting with object. No method can flexibly…

Computer Vision and Pattern Recognition · Computer Science 2025-03-18 Yinqiao Wang , Hao Xu , Pheng-Ann Heng , Chi-Wing Fu

In robot-assisted laparoscopic radical prostatectomy (RALP), the location of the instrument tip is important to register the ultrasound frame with the laparoscopic camera frame. A long-standing limitation is that the instrument tip position…

Computer Vision and Pattern Recognition · Computer Science 2025-04-15 Zijian Wu , Shuojue Yang , Yueming Jin , Septimiu E Salcudean

Early diagnosis and accurate identification of lesion location and progression in prostate cancer (PCa) are critical for assisting clinicians in formulating effective treatment strategies. However, due to the high semantic homogeneity…

Image and Video Processing · Electrical Eng. & Systems 2025-07-24 Zhengcheng Lin , Zuobin Ying , Zhenyu Li , Zhenyu Liu , Jian Lu , Weiping Ding

Human image animation has witnessed significant advancements, yet generating high-fidelity hand motions remains a persistent challenge due to their high degrees of freedom and motion complexity. While reinforcement learning from human…

Computer Vision and Pattern Recognition · Computer Science 2026-05-11 Yuanzhi Wang , Xuhua Ren , Jiaxiang Cheng , Bing Ma , Kai Yu , Tianxiang Zheng , Qinglin Lu , Zhen Cui

Automated hyperparameter optimization (HPO) can support practitioners to obtain peak performance in machine learning models. However, there is often a lack of valuable insights into the effects of different hyperparameters on the final…

Machine Learning · Computer Science 2022-01-27 Julia Moosbauer , Julia Herbinger , Giuseppe Casalicchio , Marius Lindauer , Bernd Bischl

In this paper, we propose a method to jointly determine the status of hand-object interaction. This is crucial for egocentric human activity understanding and interaction. From a computer vision perspective, we believe that determining…

Computer Vision and Pattern Recognition · Computer Science 2022-11-17 Yao Lu , Yanan Liu

Hand orientation is an essential feature required to understand hand behaviors and subsequently support human activities. In this paper, we present a new method for estimating hand orientation in probability density form. It can solve the…

Computer Vision and Pattern Recognition · Computer Science 2019-06-13 Kazuaki Kondo , Daisuke Deguchi , Atsushi Shimada

Many manipulation tasks, such as placement or within-hand manipulation, require the object's pose relative to a robot hand. The task is difficult when the hand significantly occludes the object. It is especially hard for adaptive hands, for…

Robotics · Computer Science 2021-12-20 Bowen Wen , Chaitanya Mitash , Sruthi Soorian , Andrew Kimmel , Avishai Sintov , Kostas E. Bekris

Goal oriented autonomous operation of space rovers has been known to increase scientific output of a mission. In this work we present an algorithm, called the RoI Prioritised Sampling (RPS), that prioritises Region-of-Interests (RoIs) in an…

Image and Video Processing · Electrical Eng. & Systems 2022-04-21 Protim Bhattacharjee , Martin Burger , Anko Boerner , Veniamin I. Morgenshtern

Hand Pose Estimation (HPE) is crucial to many applications, but conventional cameras-based CM-HPE methods are completely subject to Line-of-Sight (LoS), as cameras cannot capture occluded objects. In this paper, we propose to exploit…

Computer Vision and Pattern Recognition · Computer Science 2023-08-22 Shujie Zhang , Tianyue Zheng , Zhe Chen , Jingzhi Hu , Abdelwahed Khamis , Jiajun Liu , Jun Luo

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…

Computer Vision and Pattern Recognition · Computer Science 2014-12-02 Gregory Rogez , James S. Supancic , Deva Ramanan

Monocular 3D hand mesh recovery is challenging due to high degrees of freedom of hands, 2D-to-3D ambiguity and self-occlusion. Most existing methods are either inefficient or less straightforward for predicting the position of 3D mesh…

Computer Vision and Pattern Recognition · Computer Science 2025-12-08 Yihong Lin , Xianjia Wu , Xilai Wang , Jianqiao Hu , Songju Lei , Xiandong Li , Wenxiong Kang

In natural conversation and interaction, our hands often overlap or are in contact with each other. Due to the homogeneous appearance of hands, this makes estimating the 3D pose of interacting hands from images difficult. In this paper we…

Computer Vision and Pattern Recognition · Computer Science 2021-11-30 Zicong Fan , Adrian Spurr , Muhammed Kocabas , Siyu Tang , Michael J. Black , Otmar Hilliges

Automatic sign language recognition is an open problem that has received a lot of attention recently, not only because of its usefulness to signers, but also due to the numerous applications a sign classifier can have. In this article, we…

Computer Vision and Pattern Recognition · Computer Science 2015-03-20 Lucas Rioux-Maldague , Philippe Giguère

Generalized 3D hand-object pose estimation from a single RGB image remains challenging due to the large variations in object appearances and interaction patterns, especially under heavy occlusion. We propose GenHOI, a framework for…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Hui Yang , Wei Sun , Jian Liu , Jian Xiao , Tao Xie , Hossein Rahmani , Ajmal Saeed Mian , Nicu Sebe , Gim Hee Lee
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