Static Hand Gesture Recognition for Human Computer Interaction

Hamid A. Jalab

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Static Hand Gesture Recognition for Human Computer Interaction

机译：人机交互的静态手势识别

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摘要

This study presents a novel algorithm to recognize a set of static hand gestures for the Human-Computer Interaction (HO), based on hand segmentation using both wavelet network for images feature extraction, and supervised feed-forward neural network with back propagation training algorithm for recognition. One hundred and twenty hand gesture images were used for training and 60 for testing. The best classification rate of 97% was obtained for the testing set.

机译：这项研究提出了一种新的算法，该算法基于小波网络用于图像特征提取的手分割以及带反向传播训练算法的有监督前馈神经网络进行手分割，从而识别人机交互（HO）的一组静态手势。承认。一百二十个手势图像用于训练，六十个图像用于测试。测试集的最佳分类率为97％。

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来源
《Information Technology Journal》 |2012年第9期|共7页
作者
Hamid A. Jalab;
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原文格式 PDF
正文语种 eng
中图分类信息处理技术;
关键词
Gesture recognition; Human-computer interaction; Wavelet network; Neural network;

机译：手势识别人机交互小波网络神经网络;

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专利

1. Static Hand Gesture Recognition for Human Computer Interaction [J] . Hamid A. Jalab Information Technology Journal . 2012,第9期

机译：人机交互的静态手势识别
2. Hidden Markov model for human to computer interaction: a study on human hand gesture recognition [J] . Sara Bilal, Rini Akmeliawati, Amir A. Shafie, Artificial Intelligence Review: An International Science and Engineering Journal . 2013,第4期

机译：人机交互的隐马尔可夫模型：人手势识别研究
3. Design of hand gesture recognition system for human-computer interaction [J] . Tsung-Han Tsai, Chih-Chi Huang, Kung-Long Zhang Multimedia Tools and Applications . 2020,第9a10期

机译：人力计算机互动手势识别系统设计
4. Research on Static Hand Gesture Recognition Technology for Human Computer Interaction System [C] . Fuchang Yang, Zhijian Shi International Conference on Intelligent Transportation, Big Data and Smart City . 2016

机译：人力计算机交互系统静态手势识别技术研究
5. Hand gesture recognition system based in computer vision and machine learning: Applications on human-machine interaction [D] . Trigueiros, Paulo José de Albuquerque Cardoso. 2013

机译：基于计算机视觉和机器学习的手势识别系统：对人机交互的应用
6. HANDS: an RGB-D dataset of static hand-gestures for human-robot interaction [O] . Cristina Nuzzi, Simone Pasinetti, Roberto Pagani, 2021

机译：手：人体机器人交互的静态手势RGB-D数据集
7. Retraction Note to: Human–computer interaction using vision-based hand gesture recognition systems: a survey [O] . Haitham Hasan, Sameem Abdul-Kareem 2017

机译：收缩注意：使用基于视觉的手势识别系统的人机交互：调查

Static Hand Gesture Recognition for Human Computer Interaction

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