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FEATURE EXTRACTION AND TRACKING OF CNN SEGMENTATIONS FOR IMPROVED ROAD DETECTION FROM SATELLITE IMAGERY

Abstract: 

Road detection in high-resolution satellite images is an important and popular research topic in the field of image processing. In this paper, we propose a novel road extraction and tracking method based on road segmentation results from a convolutional network, providing improved road detection. The proposed method incorporates our previously proposed connected-tube marked point process (MPP) model and a post-tracking algorithm. We present experimental results on the Massachusetts roads dataset to show the performance of our method on road detection in remotely-sensed images.

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Paper Details

Authors:
Submitted On:
20 September 2019 - 5:48am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Josiane Zerubia
Paper Code:
3420
Document Year:
2019
Cite

Document Files

ICIP2019_EPoster_v3.pdf

(8)

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[1] , "FEATURE EXTRACTION AND TRACKING OF CNN SEGMENTATIONS FOR IMPROVED ROAD DETECTION FROM SATELLITE IMAGERY", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4774. Accessed: Oct. 18, 2019.
@article{4774-19,
url = {http://sigport.org/4774},
author = { },
publisher = {IEEE SigPort},
title = {FEATURE EXTRACTION AND TRACKING OF CNN SEGMENTATIONS FOR IMPROVED ROAD DETECTION FROM SATELLITE IMAGERY},
year = {2019} }
TY - EJOUR
T1 - FEATURE EXTRACTION AND TRACKING OF CNN SEGMENTATIONS FOR IMPROVED ROAD DETECTION FROM SATELLITE IMAGERY
AU -
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4774
ER -
. (2019). FEATURE EXTRACTION AND TRACKING OF CNN SEGMENTATIONS FOR IMPROVED ROAD DETECTION FROM SATELLITE IMAGERY. IEEE SigPort. http://sigport.org/4774
, 2019. FEATURE EXTRACTION AND TRACKING OF CNN SEGMENTATIONS FOR IMPROVED ROAD DETECTION FROM SATELLITE IMAGERY. Available at: http://sigport.org/4774.
. (2019). "FEATURE EXTRACTION AND TRACKING OF CNN SEGMENTATIONS FOR IMPROVED ROAD DETECTION FROM SATELLITE IMAGERY." Web.
1. . FEATURE EXTRACTION AND TRACKING OF CNN SEGMENTATIONS FOR IMPROVED ROAD DETECTION FROM SATELLITE IMAGERY [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4774