An efficient method for human hand gesture detection and recognition using deep learning convolutional neural networks
Sign Up to like & getrecommendations! Published in 2020 at "Soft Computing"
DOI: 10.1007/s00500-020-04860-5
Abstract: The physical movement of the human hand produces gestures, and hand gesture recognition leads to the advancement in automated vehicle movement system. In this paper, the human hand gestures are detected and recognized using convolutional… read more here.
Keywords: image; hand gesture; human hand; recognition ... See more keywords
Feature covariance matrix-based dynamic hand gesture recognition
Sign Up to like & getrecommendations! Published in 2018 at "Neural Computing and Applications"
DOI: 10.1007/s00521-018-3719-3
Abstract: AbstractOver the past 2 decades, vision-based dynamic hand gesture recognition (HGR) has made significant progresses and been widely adopted in many practical applications. Although the advent of RGB-D cameras and deep learning-based methods provides more feasible… read more here.
Keywords: dynamic hand; feature covariance; hand gesture; covariance matrix ... See more keywords
The combination of visual communication cues in mixed reality remote collaboration
Sign Up to like & getrecommendations! Published in 2020 at "Journal on Multimodal User Interfaces"
DOI: 10.1007/s12193-020-00335-x
Abstract: Many researchers have studied various visual communication cues (e.g. pointer, sketch, and hand gesture) in Mixed Reality remote collaboration systems for real-world tasks. However, the effect of combining them has not been so well explored.… read more here.
Keywords: hand; visual communication; cue; hand gesture ... See more keywords
Development of hand gesture recognition system using machine learning
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Ambient Intelligence and Humanized Computing"
DOI: 10.1007/s12652-020-02314-2
Abstract: Human computer interaction (HCI) systems are increasing due to the demand for non-intrusive methods for communicating with machines. In this research article, vision based hand gesture recognition (HGR) System has been proposed using machine learning.… read more here.
Keywords: recognition; hand gesture; system; gesture recognition ... See more keywords
Enhancement of surgical hand gesture recognition using a capsule network for a contactless interface in the operating room
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DOI: 10.1016/j.cmpb.2020.105385
Abstract: BACKGROUND AND OBJECTIVE Hand gesture recognition systems in operating rooms (ORs) are crucial for browsing and controlling computer-aided devices, which have been developed to decrease the risk of contamination during surgical procedures. METHODS We proposed… read more here.
Keywords: network; hand gesture; gesture recognition; gesture ... See more keywords
Light invariant real-time robust hand gesture recognition
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DOI: 10.1016/j.ijleo.2017.11.158
Abstract: Computer vision has spread over different domains to facilitate difficult operations. It works as the artificial eye for many industrial applications to observe elements, process, automation and find defects. Vision-based systems can also be applied… read more here.
Keywords: hand; gesture recognition; hand gesture; intensity ... See more keywords
WiCatch: A Wi-Fi Based Hand Gesture Recognition System
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Access"
DOI: 10.1109/access.2018.2814575
Abstract: In recent years, a large number of researchers are endeavoring to develop wireless sensing and related applications as Wi-Fi devices become ubiquitous. As a significant research branch, gesture recognition has become one of the research… read more here.
Keywords: recognition system; gesture recognition; gesture; hand gesture ... See more keywords
FMCW Radar-Based Real-Time Hand Gesture Recognition System Capable of Out-of-Distribution Detection
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DOI: 10.1109/access.2022.3200757
Abstract: Real-time hand gesture recognition plays a vital role in human-computer interaction (HCI). Recent radar-based hand gesture recognition methods have focused on achieving high classification accuracy using deep neural network (DNN)-based classifiers. However, the hand gesture… read more here.
Keywords: system; gesture recognition; hand; hand gesture ... See more keywords
CSI-DeepNet: A Lightweight Deep Convolutional Neural Network Based Hand Gesture Recognition System Using Wi-Fi CSI Signal
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3217910
Abstract: Hand gesture is a visual input of human-computer interaction for providing different applications in smart homes, healthcare, and eldercare. Most deep learning-based techniques adopt standard convolution neural networks (CNNs) which require a large number of… read more here.
Keywords: hand gesture; system; csi deepnet; gesture ... See more keywords
Accuracy Enhancement of Hand Gesture Recognition Using CNN
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DOI: 10.1109/access.2023.3254537
Abstract: Human gestures are immensely significant in human-machine interactions. Complex hand gesture input and noise caused by the external environment must be addressed in order to improve the accuracy of hand gesture recognition algorithms. To overcome… read more here.
Keywords: hand gesture; accuracy; gesture recognition;
A Lightweight Network Deployed on ARM Devices for Hand Gesture Recognition
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3273713
Abstract: Hand gestures are a well-known and straightforward method of human-computer interaction. The majority of the study focused on hand gesture recognition. However, little work has been done to develop a complete set of gesture recognition… read more here.
Keywords: hand gesture; network; gesture recognition; hand ... See more keywords