人民长江 ›› 2021, Vol. 52 ›› Issue (6): 223-228.doi: 10.16232/j.cnki.1001-4179.2021.06.038

• • 上一篇    

一种改进的遥感影像水体信息快速提取方法

王帆,李崇贵, 马婷,刘梦霞,张志超   

  • 发布日期:2021-07-23

A modified method for water body information rapid extracting from remote sensing image

WANG Fan, LI Chonggui, MA Ting, LIU Mengxia ,ZHANG Zhichao   

  • Published:2021-07-23

摘要: 水体资源精确提取在水文调查和监测中具有非常重要的意义。针对传统指数模型在检测遥感影像水体信息中存在过程复杂、环节过多以及阈值选择误差较大等诸多问题,提出了一种改进的新型水体快速提取方法NNDWI(New Normalized Difference Water Index),该方法在对水体及非水体地物进行波谱特征分析的基础上,结合红、绿、近红外3个波段组合,增大水体与背景地物之间的反射差异,通过对结果进行二值化处理可快速获取水体信息,并与传统指数方法进行了综合性对比。结果表明:该方法受影像类型、地理位置和成像时间限制小,可以有效避免人工阈值选择误差,提取精度高、效果明显,尤其是对零星的细小水体信息也可较好识别,总体精度可达94.81%。

关键词: 遥感影像; 水体信息; 快速提取; 波谱分析; NNDWI;

Abstract: Accurate extraction of water body information is of great significance in water resources survey.The traditional index model has many shortcomings in detecting water information from remote sensing image, such as complex process, multi-links and large threshold selection error.Therefore, this paper proposes a new improved rapid water extraction method that is New Normalized Difference Water Index(NNDWI).Based on the analysis of the spectrum characteristics of water bodies and non-water bodies, this method combines the three bands of red, green and near-infrared to increase the reflection difference between water bodies and background ground objects.This method can quickly obtain water body information by result binarization, and comprehensively compare with traditional index methods.The results show that this method is less limited by image type, geographic location and imaging time, and can effectively avoid manual threshold selection errors, which has high extraction accuracy and obvious effects, especially for scattered small water body information, and the overall accuracy can reach 94.81%.

Key words: remote sensing; water body information; rapid extraction; spectrum analysis; New Normalized Difference Water Index;