Canadian Journal of Remote Sensing, Volume 47, Issue 3 (2021)

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Canadian Journal of Remote Sensing, Volume 47, Issue 3 (2021)

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Large-Scale Deep Learning for Sensor-Driven Mapping

Editorial

Editorial
Special Issue on Large-Scale Deep Learning for Sensor-Driven Mapping
The Guest Editors, Les rédacteurs invités, Jonathan Li, Ruisheng Wang & Roger Wheate
Pages: 353-355
Published online: 30 Aug 2021
First Page PreviewforSpecial Issue on Large-Scale Deep Learning for Sensor-Driven Mapping | Full Text | PDF (300.4 KB) | EPUB
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Articles

Article
A Rule-Based Classification Method for Mapping Saltmarsh Land-Cover in South-Eastern Bangladesh from Landsat-8 OLI
Sheikh Mohammed Rabiul Alam & Mohammad Shawkat Hossain
Pages: 356-380
Published online: 11 Jul 2020
AbstractforA Rule-Based Classification Method for Mapping Saltmarsh Land-Cover in South-Eastern Bangladesh from Landsat-8 OLI | Full Text | References | PDF (6 MB) | EPUB
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Article
Deep Learning-Based Classification of Large-Scale Airborne LiDAR Point Cloud
Mathieu Turgeon-Pelchat, Samuel Foucher & Yacine Bouroubi
Pages: 381-395
Published online: 27 May 2021
AbstractforDeep Learning-Based Classification of Large-Scale Airborne LiDAR Point Cloud | Full Text | References | PDF (2.9 MB) | EPUB
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Article
Object-Oriented and Deep-Learning-Based High-Resolution Mapping from Large Remote Sensing Imagery
Yijin Wu, Pengfei Zhang, Jing Wu & Chang Li
Pages: 396-412
Published online: 02 Jul 2021
AbstractforObject-Oriented and Deep-Learning-Based High-Resolution Mapping from Large Remote Sensing Imagery | Full Text | References | PDF (5.6 MB) | EPUB
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Article
A Comparative Study of Deep Learning Approaches to Rooftop Detection in Aerial Images
Yuwei Cai, Hongjie He, Ke Yang, Sarah Narges Fatholahi, Lingfei Ma, Linlin Xu & Jonathan Li
Pages: 413-431
Published online: 11 Jun 2021
AbstractforA Comparative Study of Deep Learning Approaches to Rooftop Detection in Aerial Images | Full Text | References | PDF (6.3 MB) | EPUB
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Article
Monitoring Asphalt Pavement Aging and Damage Conditions from Low-Altitude UAV Imagery Based on a CNN Approach
Yifan Pan, Xiao Chen, Quan Sun & Xianfeng Zhang
Pages: 432-449
Published online: 27 Jan 2021
AbstractforMonitoring Asphalt Pavement Aging and Damage Conditions from Low-Altitude UAV Imagery Based on a CNN Approach | Full Text | References | PDF (5 MB) | EPUB
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Article
Road Extraction from UAV Images Using a Deep ResDCLnet Architecture
Wuttichai Boonpook, Yumin Tan, Bingxin Bai & Bo Xu
Pages: 450-464
Published online: 20 May 2021
AbstractforRoad Extraction from UAV Images Using a Deep ResDCLnet Architecture | Full Text | References | PDF (3.7 MB) | EPUB
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Article
Combined Improved Dirichlet Models and Deep Learning Models for Road Extraction from Remote Sensing Images
Ziyi Chen, Cheng Wang, Jonathan Li, Bineng Zhong, Jixiang Du & Wentao Fan
Pages: 465-484
Published online: 18 Jun 2021
AbstractforCombined Improved Dirichlet Models and Deep Learning Models for Road Extraction from Remote Sensing Images | Full Text | References | PDF (4.4 MB) | EPUB
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Article
OA-CapsNet: A One-Stage Anchor-Free Capsule Network for Geospatial Object Detection from Remote Sensing Imagery
Yongtao Yu, Junyong Gao, Chao Liu, Haiyan Guan, Dilong Li, Changhui Yu, Shenghua Jin, Fenfen Li & Jonathan Li
Pages: 485-498
Published online: 17 Mar 2021
AbstractforOA-CapsNet: A One-Stage Anchor-Free Capsule Network for Geospatial Object Detection from Remote Sensing Imagery | Full Text | References | PDF (3.3 MB) | EPUB
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Article
CS-CapsFPN: A Context-Augmentation and Self-Attention Capsule Feature Pyramid Network for Road Network Extraction from Remote Sensing Imagery
Yongtao Yu, Jun Wang, Haiyan Guan, Shenghua Jin, Yongjun Zhang, Changhui Yu, E. Tang, Shaozhang Xiao & Jonathan Li
Pages: 499-517
Published online: 24 May 2021
AbstractforCS-CapsFPN: A Context-Augmentation and Self-Attention Capsule Feature Pyramid Network for Road Network Extraction from Remote Sensing Imagery | Full Text | References | PDF (4.2 MB) | EPUB
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