LEGION Based Segmentation and Road Extraction from Satellite Imagery
Main Author: | |
---|---|
Language: | English |
Published: |
The Ohio State University / OhioLINK
2009
|
Subjects: | |
Online Access: | http://rave.ohiolink.edu/etdc/view?acc_num=osu1253113866 |
id |
ndltd-OhioLink-oai-etd.ohiolink.edu-osu1253113866 |
---|---|
record_format |
oai_dc |
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 |
_version_ |
1719428355057516544 |