Worldview-Ⅱ遥感影像的阴影检测方法研究Research on shadow detection method of Worldview-Ⅱ remote sensing image
罗艳,辛俊伟,何海清
摘要(Abstract):
针对HIS空间变换阴影检测方法仅利用三原色波段数据进行阴影检测而未考虑影像数据之间的相关性及冗余度这一问题,该文结合最佳指数法提出一种适用于多光谱的Worldview-Ⅱ遥感卫星影像阴影检测方法,并引进归一化水体差异指数剔除掉水体的干扰,构建出适用于阴影检测的波段指数模型。实验结果表明,该方法针对Worldview-Ⅱ影像具有普适性,且相对于利用三原色数据进行阴影检测方法能更有效地避免植被信息的干扰,能够精确、快速地检测阴影区域,对后期的阴影去除等研究具有重要的参考价值。
关键词(KeyWords): 阴影检测;Worldview-Ⅱ;HIS变换;最佳指数;水体指数
基金项目(Foundation): 国家自然科学基金项目(41401526);; 江西省数字国土重点实验开放基金项目(DLLJ201721,DLLJ201513);; 东华理工大学校长基金项目(DHXK201401)
作者(Author): 罗艳,辛俊伟,何海清
DOI: 10.16251/j.cnki.1009-2307.2017.09.024
参考文献(References):
- [1]TSAI V J D.A comparative study on shadow compensation of color aerial images in invariant color models[J].IEEE Transactions on Geoscience and Remote Sensing,2006,44(6):1661-1671.
- [2]ETEMADNIA H,ALSHARIF M R.Automatic image shadow identification using LPF in hommorphic processing system[C]∥VII Digital Image Computing:Techniques and Applications.Sydeny:[s.n.],2003:419-438.
- [3]虢建宏,田庆久,吴昀昭.遥感影像阴影多波段检测与去除理论模型研究[J].遥感学报,2006,10(2):151-159.(GUO Jianhong,TIAN Qingjiu,WU Yunzhao.Study on multispectral detecting shadow areas and a theoretical model of removing shadows from remote sensing images[J].Journal of Remote Sensing,2006,10(2):151-159.)
- [4]刘辉,谢天文.基于PCA与HIS模型的高分辨遥感影像阴影检测研究[J].遥感技术与应用,2013,28(1):78-84.(LIU Hui,XIE Tianwen.Study on shadow detection in high resoultion remote sensing image based on PCA and HIS model[J].Remote Sensing Technology and Application,2013,28(1):78-84.)
- [5]林亚斌,贾贵刚,李莲.高分辨影像阴影检测与消除方法[J].测绘与空间地理信息.2014,37(8):119-121.(LIN Yabin,JIA Guigang,LI Lian.A approach of shadow detection and removal for high resolution image[J].Geomatics and Spatial Information Technology.2014,37(8):119-121.)
- [6]邓琳,邓明镜,张力树.高分辨率遥感影像阴影检测与补偿方法优化[J].遥感技术与应用,2015,30(2):277-284.(DENG Lin,DENG Mingjing,ZHANG Lishu.Optimization of shadow detection and compensation method for high-resolution remote sensing images[J].Remote Sensing Technology and Application,2015,30(2):277-284.)
- [7]杨俊,赵忠明,杨健.一种高分辨率遥感影像阴影去除方法[J].武汉大学学报(信息科学版).2008,33(1):20-23.(YANG Jun,ZHAO Zhongming,YANG Jian.A shadow removal method for high resolution remote sensing image[J].Geomatics and Information Science of Wuhan Universtiy,2008,33(1):20-23.)
- [8]鲍海英,李艳,尹永宜.城市航空影像的阴影检测和阴影消除方法研究[J].遥感信息,2010(1):44-47.(BAO Haiying,LI Yan,YIN Yongyi.The study on shadow detection and shadow elimination in the urban aerial image[J].Remote Sensing Information,2010(1):44-47.)
- [9]GAO B C,NDWI.A normalized difference water index for remote sensing of vegetation liquid water from space[J].Remote Sensing of Environment,1996,58:257-266.
- [10]徐涵秋.利用改进的归一化差异水体指数(MNDWI)提取水体信息的研究[J].遥感学报,2005,9(5):79-85.(XU Hanqiu.A Study on information extraction of water body with modified normalized difference water Index(MNDWI)[J].Journal of Remote Sensing,2005,9(5):79-85)
- [11]杜云艳,周成虎.水体的遥感信息自动提取方法[J].遥感学报,1998,2(4):264-268.(DU Yunyan,ZHOU Chenghu.Automatically extracting remote sensing information for waterbodies[J].Journal of Remote Sensing,1998,2(4):264-268.)
- [12]OTSU N.A Threshold selection method from gray level histograms[J].IEEE Transactionsen Systemsen,Man and Cyberneties,1979,9(1):62-69.
- [13]章毓晋.图像分割[M].北京:科学出版社,2001:1-182.(ZHANG Yujin.Image segmentation[M].Beijing:Science Press,2001:1-182.)
- [14]SHUFELT J.A performance evaluation and analysis of monocular building extraction from aerial imagery[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1999,21(4):311-326.
- [15]朱庆,徐胜华,韩李涛.基于D-S证据理论的彩色航空影像阴影提取方法[J].自动化学报,2007,33(6):588-595.(ZHU Qing,XU Shenghua,HAN Litao.A new shadow extraction method from color aerial images based on dempster-shafer evidence theory[J].Acta Automatica Sinica,2007,33(6):588-595.)