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基于分水岭与多尺度相结合的影像分割方法

李景文 张紫萍 郭伟立 苏浩 罗文彬

广西师范大学学报(自然科学版)2012,Vol.30Issue(1):40-44,5.
广西师范大学学报(自然科学版)2012,Vol.30Issue(1):40-44,5.

基于分水岭与多尺度相结合的影像分割方法

A High Resolution Image Segmentation Method of a Combination of Watershed and Multi-scale

李景文 1张紫萍 2郭伟立 1苏浩 2罗文彬3

作者信息

  • 1. 桂林理工大学 土木与建筑工程学院,广西桂林541004
  • 2. 广西空间信息与测绘重点实验室,广西桂林541004
  • 3. 广西第一测绘院,广西南宁530001
  • 折叠

摘要

Abstract

Watershed segmentation is a widely used automatic scheme to generate close outlines. It might give rise to closed contour of single pixel width. Using this method the image needs to be divided into many small areas which leads to huge workload. This paper proposes a watershed and multi-scale comprehensive image segmentation method. Firstly, calculate the comprehensive gradient which merges the brightness gradient and the texture gradient by using watershed algorithm,then,merge the area of the smallest homogeneity measure (spectral,shape and texture homogeneity metric),and the last,improve region adjacency graph. The experimental result is compared with watershed and region merging image segmentation algorithm, this method proves that it can not only take the advantage of high resolution remote sensing image features in the spectrum,shape,texture and other characteristics,and reduce the computational time.

关键词

影像分割/分水岭方法/多尺度分割/耕地信息提取

Key words

image segmentation/ watershed algorithm/ multi-scale segmentation /farmland information extraction

分类

天文与地球科学

引用本文复制引用

李景文,张紫萍,郭伟立,苏浩,罗文彬..基于分水岭与多尺度相结合的影像分割方法[J].广西师范大学学报(自然科学版),2012,30(1):40-44,5.

基金项目

国家自然科学基金资助项目(11101101) (11101101)

广西自然科学基金重点资助项目(2011GXNSFD018003) (2011GXNSFD018003)

广西师范大学学报(自然科学版)

OA北大核心CSTPCD

1001-6600

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