Extraction and Calculation of Roadway Area from Satellite Images Using Improved Deep Learning Model and Post-Processing

Extraction and Calculation of Roadway Area from Satellite Images Using Improved Deep Learning Model and Post-Processing

Roadway area calculation is a novel problem in remote sensing and urban planning. This paper models this problem as a two-step problem, roadway extraction, and area calculation. Roadway extraction from satellite images is a problem that has been tackled many times before. This paper proposes a metho...

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Bibliographic Details
Main Authors: Varun Yerram, Hiroyuki Takeshita, Yuji Iwahori, Yoshitsugu Hayashi, M. K. Bhuyan, Shinji Fukui, Boonserm Kijsirikul, Aili Wang
Format: Article
Language:English
Published: MDPI AG 2022-04-01
Series:Journal of Imaging
Subjects:
roadway extraction
area calculation
satellite images
U-net++
ResNeXt
Pix2Pix
Online Access:https://www.mdpi.com/2313-433X/8/5/124

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