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The skeleton based gesture recognition is gaining more popularity due to its wide possible applications. The key issues are how to extract discriminative features and how to design the classification model. In this paper, we first leverage…

计算机视觉与模式识别 · 计算机科学 2018-12-10 Chenyang Li , Xin Zhang , Lufan Liao , Lianwen Jin , Weixin Yang

Handovers frequently occur in our social environments, making it imperative for a collaborative robotic system to master the skill of handover. In this work, we aim to investigate the relationship between the grip force variation for a…

机器人学 · 计算机科学 2023-03-29 Parag Khanna , Mårten Björkman , Christian Smith

Human Interaction Recognition is the process of identifying interactive actions between multiple participants in a specific situation. The aim is to recognise the action interactions between multiple entities and their meaning. Many single…

计算机视觉与模式识别 · 计算机科学 2024-01-02 Ruoqi Yin , Jianqin Yin

Surgical activity recognition and prediction can help provide important context in many Robot-Assisted Surgery (RAS) applications, for example, surgical progress monitoring and estimation, surgical skill evaluation, and shared control…

机器人学 · 计算机科学 2022-12-06 Chang Shi , Yi Zheng , Ann Majewicz Fey

This work introduces a method for high-accuracy EMG based gesture identification. A newly developed deep learning method, namely, deep residual shrinkage network is applied to perform gesture identification. Based on the feature of EMG…

信号处理 · 电气工程与系统科学 2022-09-05 Yueying Ma , Chengbo Wang , Chengenze Jiang , Zimo Li

Automatic surgical gesture recognition is fundamentally important to enable intelligent cognitive assistance in robotic surgery. With recent advancement in robot-assisted minimally invasive surgery, rich information including surgical…

计算机视觉与模式识别 · 计算机科学 2021-06-30 Yonghao Long , Jie Ying Wu , Bo Lu , Yueming Jin , Mathias Unberath , Yun-Hui Liu , Pheng Ann Heng , Qi Dou

Tactile and kinesthetic perceptions are crucial for human dexterous manipulation, enabling reliable grasping of objects via proprioceptive sensorimotor integration. For robotic hands, even though acquiring such tactile and kinesthetic…

机器人学 · 计算机科学 2025-09-11 Ce Guo , Xieyuanli Chen , Zhiwen Zeng , Zirui Guo , Yihong Li , Haoran Xiao , Dewen Hu , Huimin Lu

With the increasing demand for human-computer interaction (HCI), flexible wearable gloves have emerged as a promising solution in virtual reality, medical rehabilitation, and industrial automation. However, the current technology still has…

机器人学 · 计算机科学 2025-07-04 Huazhi Dong , Chunpeng Wang , Mingyuan Jiang , Francesco Giorgio-Serchi , Yunjie Yang

This paper presents a novel approach for ultra-range gesture recognition, addressing Human-Robot Interaction (HRI) challenges over extended distances. By leveraging human gestures in video data, we propose the Temporal-Spatiotemporal Fusion…

机器人学 · 计算机科学 2024-08-01 Eran Bamani Beeri , Eden Nissinman , Avishai Sintov

Current state-of-the-art approaches to skeleton-based action recognition are mostly based on recurrent neural networks (RNN). In this paper, we propose a novel convolutional neural networks (CNN) based framework for both action…

计算机视觉与模式识别 · 计算机科学 2017-05-03 Chao Li , Qiaoyong Zhong , Di Xie , Shiliang Pu

While Deep Neural Network (DNN) models have provided remarkable advances in machine vision capabilities, their high computational complexity and model sizes present a formidable roadblock to deployment in AIoT-based sensing applications. In…

计算机视觉与模式识别 · 计算机科学 2020-12-17 Kasthuri Jayarajah , Dhanuja Wanniarachchige , Archan Misra

The use of sensors has pervaded everyday life in several applications including human activity monitoring, healthcare, and social networks. In this study, we focus on the use of smartwatch sensors to recognize smoking activity. More…

计算机视觉与模式识别 · 计算机科学 2020-01-08 Chrisogonas O. Odhiambo , Casey A. Cole , Alaleh Torkjazi , Homayoun Valafar

This paper presents a novel approach to solve simultaneously the problems of human activity recognition and whole-body motion and dynamics prediction for real-time applications. Starting from the dynamics of human motion and motor system…

机器人学 · 计算机科学 2023-03-15 Kourosh Darvish , Serena Ivaldi , Daniele Pucci

Skeleton-based human action recognition has attracted great interest thanks to the easy accessibility of the human skeleton data. Recently, there is a trend of using very deep feedforward neural networks to model the 3D coordinates of…

计算机视觉与模式识别 · 计算机科学 2020-04-20 Pengfei Zhang , Cuiling Lan , Wenjun Zeng , Junliang Xing , Jianru Xue , Nanning Zheng

In-place gesture-based virtual locomotion techniques enable users to control their viewpoint and intuitively move in the 3D virtual environment. A key research problem is to accurately and quickly recognize in-place gestures, since they can…

人机交互 · 计算机科学 2022-09-05 Lizhi Zhao , Xuequan Lu , Qianyue Bao , Meili Wang

Human-Computer Interaction (HCI) has been the subject of research for many years, and recent studies have focused on improving its performance through various techniques. In the past decade, deep learning studies have shown high performance…

计算机视觉与模式识别 · 计算机科学 2023-09-22 Serkan Savaş , Atilla Ergüzen

Skeleton-based Human Action Recognition (HAR) is a vital technology in robotics and human-robot interaction. However, most existing methods concentrate primarily on full-body movements and often overlook subtle hand motions that are…

计算机视觉与模式识别 · 计算机科学 2026-01-05 Seungyeon Cho , Tae-Kyun Kim

This study presents a novel method to recognize human physical activities using CNN followed by LSTM. Achieving high accuracy by traditional machine learning algorithms, (such as SVM, KNN and random forest method) is a challenging task…

信号处理 · 电气工程与系统科学 2020-03-16 Waqar Ahmad , Misbah Kazmi , Hazrat Ali

Endowing the robotic systems with cognitive capabilities for recognizing daily activities of humans is an important challenge, which requires sophisticated and novel approaches. Most of the proposed approaches explore pattern recognition…

机器人学 · 计算机科学 2018-10-02 Hazem Abdelkawy , Naouel Ayari , Abdelghani Chibani , Yacine Amirat , Ferhat Attal

Human gesture recognition has drawn much attention in the area of computer vision. However, the performance of gesture recognition is always influenced by some gesture-irrelevant factors like the background and the clothes of performers.…

计算机视觉与模式识别 · 计算机科学 2021-03-10 Benjia Zhou , Yunan Li , Jun Wan