机械设计与制造工程2025,Vol.54Issue(1) :100-104.DOI:10.3969/j.issn.2095-509X.2025.01.020

基于深度学习的电梯按键的识别方法

Recognition method of elevator buttons based on deep learning

李伊童 曹旭阳 蒲长林
机械设计与制造工程2025,Vol.54Issue(1) :100-104.DOI:10.3969/j.issn.2095-509X.2025.01.020

基于深度学习的电梯按键的识别方法

Recognition method of elevator buttons based on deep learning

李伊童 1曹旭阳 1蒲长林1
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作者信息

  • 1. 大连理工大学机械工程学院,辽宁 大连 116024
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摘要

针对目前因数据集的缺陷导致对电梯按键识别准确率不高的问题,提出了一种用于识别电梯按键的方法.该方法将多个角度收集的电梯按键图像作为数据集;通过形态学运算处理降低了数据噪声,凸显了数据特征;建立了一种训练模型来完成对图像的训练.该方法在训练和实验阶段识别准确率分别为95.90%和97.17%.

Abstract

The accuracy of elevator key recognition is not high due to the defect of data set,so a method for ele-vator key recognition is proposed.The method uses multi-angle collection of elevator key images as a data set.Through morphological processing,data noise is reduced and data characteristics are highlighted.A training structure is established to complete the training of pictures.The recognition accuracy of this method is 95.90%and 97.17%respectively in the training and experimental stages,and the recognition of elevator keys can a-chieve good results.

关键词

深度学习/神经网络/数据集建立/电梯按键识别/图像处理

Key words

deep learning/neural network/dataset establishment/elevator button recognition/image processing

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出版年

2025
机械设计与制造工程
南京东南大学出版社有限公司

机械设计与制造工程

影响因子:0.387
ISSN:1672-1616
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