首页 | 本学科首页   官方微博 | 高级检索  
     检索      

基于多标记像素匹配的高分辨率遥感图像道路提取
引用本文:杨蕴,李玉,赵泉华.基于多标记像素匹配的高分辨率遥感图像道路提取[J].交通运输系统工程与信息,2020,20(1):68-74.
作者姓名:杨蕴  李玉  赵泉华
作者单位:辽宁工程技术大学测绘与地理科学学院遥感科学与应用研究所,辽宁阜新 123000
基金项目:国家自然科学基金/National Natural Science Foundation of China(41301479,41271435).
摘    要:针对高分辨率遥感图像道路提取方法存在提取不完整和误提取问题,提出一种基于多标记像素匹配的高分辨率遥感图像道路提取方法. 将待提取图像由RGB颜色空间转换到 Lab颜色空间,选取与照明强度弱相关的色相特征作为初始匹配项. 以矩形框的方式标记不同类型的道路,利用t 检验法剔除其匹配项的异常值,从而确定阈值来匹配道路像素点,利用局部纹理算子对匹配结果进行筛选. 利用道路区域的形态特征对匹配结果进行优化处理. 为验证所提方法的可行性和优越性,对不同传感器获取的高分辨遥感图像进行测试,与现有道路提取方法进行对比. 定性和定量精度评价结果表明,所提方法对不同类型道路的提取具有较高的精度.

关 键 词:信息技术  道路提取  多标记  匹配  高分辨率  
收稿时间:2019-07-23

High-resolution Remote Sensing Image Road Extraction Based on Multi-mark Pixel Matching
YANG Yun,LI Yu,ZHAO Quan-hua.High-resolution Remote Sensing Image Road Extraction Based on Multi-mark Pixel Matching[J].Transportation Systems Engineering and Information,2020,20(1):68-74.
Authors:YANG Yun  LI Yu  ZHAO Quan-hua
Institution:Institute for Remote Sensing Science and Application, School of Geomatics, Liaoning Technical University, Fuxin 123000, Liaoning, China
Abstract:Aiming at the problem of incomplete and mis- extraction of road extraction methods for highresolution remote sensing image, a high-resolution remote sensing image road extraction method based on multimark pixel matching is proposed. The image to be extracted is converted from RGB color space to Lab color space, and the hue feature that is weakly related to the illumination intensity is selected as the initial matching term. Different type of roads is marked by drawing rectangular boxes, and the outliers of the matching items are eliminated by t-test, so as to determine the threshold to match the road pixels, and the matching results are filtered by local texture operator. The matching results are optimized by using the morphological features of the road region. In order to verify the feasibility and superiority of the proposed method, the high-resolution remote sensing images obtained by different sensors were tested, and compared with the existing road extraction methods. The qualitative and quantitative accuracy evaluation results show that the proposed method has higher accuracy for different types of road extraction.
Keywords:information technology  road extraction  multi-mark  matching  high resolution  
本文献已被 CNKI 万方数据 等数据库收录!
点击此处可从《交通运输系统工程与信息》浏览原始摘要信息
点击此处可从《交通运输系统工程与信息》下载免费的PDF全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号