全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...

基于MATLAB的影像建筑轮廓提取方法与实现
Extraction Method and Implementation of Image Building Contour Based on MATLAB

DOI: 10.12677/CSA.2021.116177, PP. 1717-1724

Keywords: MATLAB,影像,建筑轮廓
MATLAB
, Image, Building Contour

Full-Text   Cite this paper   Add to My Lib

Abstract:

针对建筑轮廓提取问题,提出并实现了一种基于MATLAB的影像建筑轮廓自动提取方法。首先,对彩色影像进行阴影去除,将彩色影像转换为灰度影像,进行直方图均匀化以及中值滤波;其次,对中值滤波后的影像进行膨胀和腐蚀操作,通过对膨胀与腐蚀影像进行差分运算,进行地物边缘检测;最后,对边缘检测后的影像二值化处理,并完成建筑物特征点及其坐标的提取。通过实例验证表明,本文方法简洁可行,计算效率要高于深度学习提取建筑物的方法。
Aiming at the problem of building contour extraction, an automatic extraction method of building contour based on MATLAB is proposed and implemented. Firstly, the shadow of the color image is removed, the color image is converted into gray image, histogram homogenization and median filtering are carried out; secondly, the image after median filtering is expanded and corroded, and the ground edge is detected by differential operation of the expansion and corrosion image; finally, the image after edge detection is binarized, and then the building feature points and their coordinates are extracted. The example shows that this method is simple and feasible, and the computational efficiency is much higher than the deep learning method.

References

[1]  刘舸. 基于深度学习与图割法的遥感影像建筑物提取方法研究[D]: [硕士学位论文]. 长沙: 长沙理工大学, 2020.
[2]  胡艳. 高分辨率遥感影像典型地物交互式提取研究[D]: [硕士学位论文]. 西安: 西安科技大学, 2018.
[3]  Huang, X. and Zhang, L. (2013) An SVM Ensemble Approach Combining Spectral, Structural, and Seman-tic Features for the Classification of High-Resolution Remotely Sensed Imagery. IEEE Transactions on Geoscience and Remote Sensing, 51, 257-272.
https://doi.org/10.1109/TGRS.2012.2202912
[4]  林祥国, 张继贤. 面向对象的形态学建筑物指数及其高分辨率遥感影像建筑物提取应用[J]. 测绘学报, 2017, 46(6): 724-733.
[5]  伍广明, 陈奇, Ryosuke SHIBASAKI, 等. 基于U型卷积神经网络的航空影像建筑物检测[J]. 测绘学报, 2018, 47(6): 864-872.
[6]  杜守基, 邹峥嵘, 张云生, 等. 融合LiDAR点云与正射影像的建筑物图割优化提取方法[J]. 测绘学报, 2018, 47(4): 519-527.
[7]  杨章静, 钱建军, 黄璞, 等. 基于Gabor变换的GrabCut纹理图像分割[J]. 控制与决策, 2016, 31(1): 149-154.
[8]  刘卫国. MATLAB程序设计与应用[M]. 第二版. 北京: 高等教育出版社, 2015.
[9]  韩少刚. 基于多直方图均衡的图像增强算法研究[D]: [硕士学位论文]. 安庆: 安庆师范大学, 2020.
[10]  邢承滨. 机载LiDAR非地面点云的表面与区域滤波算法研究[D]: [硕士学位论文]. 长沙: 长沙理工大学, 2020.
[11]  Dong, Y.B., Li, M.J. and Wang, H.Y. (2014) Research on Edge Detection Technology. Advanced Materials Research, 860-863, 2884-2887.
https://doi.org/10.4028/www.scientific.net/AMR.860-863.2884

Full-Text

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133