LEGION Based Segmentation and Road Extraction from Satellite Imagery

Bibliographic Details
Main Author: Yuan, Jiangye
Language:English
Published: The Ohio State University / OhioLINK 2009
Subjects:
Online Access:http://rave.ohiolink.edu/etdc/view?acc_num=osu1253113866
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spelling ndltd-OhioLink-oai-etd.ohiolink.edu-osu12531138662021-08-03T05:57:06Z LEGION Based Segmentation and Road Extraction from Satellite Imagery Yuan, Jiangye Computer Science This thesis investigates automatic road extraction from satellite imagery based on locally excitatory globally inhibitory oscillator network (LEGION), which is introduced as a general framework for object segmentation. We extend the existing two-dimensional LEGION image segmentation algorithm to process multispectral and hyperspectral images. Road extraction from satellite images has been extensively studied. We develop a new automatic road extraction method using LEGION networks. An image is first segmented by LEGION. Then, medial axis transform is performed on the resulting segments, and the medial axis points corresponding to potential road regions are selected. A LEGION network with alignment-dependent connections is proposed to group well-aligned medial axis points, and generate extracted roads. Experiments on synthetic and real images show that the proposed method can effectively carry out road extraction from different satellite images. Comparisons with the existing methods demonstrate that the proposed method produces more accurate extraction results. 2009-09-30 English text The Ohio State University / OhioLINK http://rave.ohiolink.edu/etdc/view?acc_num=osu1253113866 http://rave.ohiolink.edu/etdc/view?acc_num=osu1253113866 unrestricted This thesis or dissertation is protected by copyright: all rights reserved. It may not be copied or redistributed beyond the terms of applicable copyright laws.
collection NDLTD
language English
sources NDLTD
topic Computer Science
spellingShingle Computer Science
Yuan, Jiangye
LEGION Based Segmentation and Road Extraction from Satellite Imagery
author Yuan, Jiangye
author_facet Yuan, Jiangye
author_sort Yuan, Jiangye
title LEGION Based Segmentation and Road Extraction from Satellite Imagery
title_short LEGION Based Segmentation and Road Extraction from Satellite Imagery
title_full LEGION Based Segmentation and Road Extraction from Satellite Imagery
title_fullStr LEGION Based Segmentation and Road Extraction from Satellite Imagery
title_full_unstemmed LEGION Based Segmentation and Road Extraction from Satellite Imagery
title_sort legion based segmentation and road extraction from satellite imagery
publisher The Ohio State University / OhioLINK
publishDate 2009
url http://rave.ohiolink.edu/etdc/view?acc_num=osu1253113866
work_keys_str_mv AT yuanjiangye legionbasedsegmentationandroadextractionfromsatelliteimagery
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