遥感信息2024,Vol.39Issue(3) :1-6.DOI:10.20091/j.cnki.1000-3177.2024.03.001

一种街景图像中建筑物高度估算方法

A Method for Estimating Building Height in Street View Imagery

戈士博 刘纪平 王勇 车向红
遥感信息2024,Vol.39Issue(3) :1-6.DOI:10.20091/j.cnki.1000-3177.2024.03.001

一种街景图像中建筑物高度估算方法

A Method for Estimating Building Height in Street View Imagery

戈士博 1刘纪平 1王勇 1车向红1
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作者信息

  • 1. 中国测绘科学研究院,北京 100036
  • 折叠

摘要

建筑物高度信息是城市三维建模的基础数据,但已有的建筑物高度估算研究多采用LiDAR和SAR等遥感影像.随着计算机和互联网的快速发展,街景数据因采集容易和成本低等特点成为了一种新兴的建筑物高度估算数据源.文章提出一种街景图像中建筑物高度估算方法,首先利用segment anything model实现图像中建筑物像素高度提取;然后利用图像元数据和电子地图数据获取建筑物与相机之间的距离、图像焦距,根据街景图像与建筑物实体的几何关系改进针孔相机模型,构建建筑物高度估算方法;最后选取北京、柏林的Mapillary街景图像开展实验验证.结果表明,与改进前相比,改进后针孔相机模型明显提升了高度估算准确度,RMSE降低了11.31 m,R2提高了 0.4,具备实用价值.

Abstract

Building height information is the basic data of urban 3D modeling,but most of the existing building height estimation studies use remote sensing images such as LiDAR and SAR.With the rapid development of computers and the internet,street view data has become an emerging data source for building height estimation due to its easy collection and low cost.In this study,we propose a method for estimating the height of buildings in street view images.Firstly,the segment anything model is used to extract the pixel height of the building in the image,then,the image metadata and electronic map data are used to obtain the distance between the building and the camera,and the image focal length.According to the geometric relationship between the street view image and the building entity,the pinhole camera model is improved,and the building height estimation method is constructed.Finally,the Mapillary street view images of Beijing and Berlin are selected for experimental verification.The results show that the accuracy of height estimation is significantly improved compared with that before the improvement of the pinhole camera model,the RMSE is reduced by 11.31 meters,and the R2 is increased by 0.4,which is of practical value.

关键词

街景图像/建筑物高度估算/针孔相机模型/segment/anything/model/Mapillary

Key words

street view imagery/building height estimation/pinhole camera model/segment anything model/Mapillary

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基金项目

国家重点研发计划(2022YFC3005705)

出版年

2024
遥感信息
科学技术部国家遥感中心,中国测绘科学研究院

遥感信息

CSTPCDCSCD北大核心
影响因子:0.712
ISSN:1000-3177
参考文献量9
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