摘要
为了解决现实生活中室外露天停车场遇到比较大的车流量时,人们因不知道停车场中空余车位的位置信息而给停车场管理工作带来的困难。做了如下创新性研究,利用无人机俯拍停车场,同时将视频图像传至电脑,通过图像处理得到停车位在图像中的相对位置坐标。然后利用得到的相对位置坐标和基于迁移学习的VGG-16网络,完成对停车场中停车位状态的检测,并且能够实时输出空余车位对应的编号使工作人员能够知道空余车位的具体位置。这样就方便工作人员对停车场的管理,可以提高停车场的运行效率。
In order to solve the outdoor parking lot in real life meet larger cars,people don′t know free parking in the parking lot and the location of the information to the parking lot management brings difficulties to do the following innovative research,using unmanned aerial vehicle(uav)Angle parking lot,will transmit the video image to a computer at the same time,parking space is obtained by image processing relative position in the image coordinates,then using relative coordinates and VGG-16 network based on migration study,complete parking in the parking lot state detection,and can output real-time spot corresponding number enable staff to know the location of the free parking In this way,it is convenient for the staff to manage the parking lot and improve the operation efficiency of the parking lot.
作者
王吉祥
张爱梅
WANG Ji-xiang;ZHANG Ai-mei(School of Mechanics and Power,Zhengzhou University,He’nan Zhengzhou 450001,China)
出处
《机械设计与制造》
北大核心
2023年第12期67-70,共4页
Machinery Design & Manufacture
基金
河南省科技攻关项目(181200210100)。
关键词
无人机
图像处理
迁移学习
VGG-16
Unmanned Aerial Vehicle(UAV)
Image Processing
Transfer Leaning
VGG-16
