Canadian Journal of Remote Sensing, Volume 47, Issue 2 (2021)

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Canadian Journal of Remote Sensing, Volume 47, Issue 2 (2021)

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Deep Learning for Environmental Applications of Remote Sensing Data

Editorial

Editorial
CJRS’ Special Issue on Deep Learning for Environmental Applications of Remote Sensing Data
Masoud Mahdianpari, Saeid Homayouni & Samuel Foucher
Pages: 159-161
Published online: 13 Jul 2021
First Page PreviewforCJRS’ Special Issue on Deep Learning for Environmental Applications of Remote Sensing Data | Full Text | PDF (921.2 KB) | EPUB
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Articles

Article
Autumn Crop Yield Prediction using Data-Driven Approaches:- Support Vector Machines, Random Forest, and Deep Neural Network Methods
Chaoya Dang, Ying Liu, Hui Yue, JiaXin Qian & Rong Zhu
Pages: 162-181
Published online: 19 Oct 2020
AbstractforAutumn Crop Yield Prediction using Data-Driven Approaches:- Support Vector Machines, Random Forest, and Deep Neural Network Methods | Full Text | References | PDF (4.2 MB) | EPUB
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Article
Deep Learning-Based Spatiotemporal Fusion Approach for Producing High-Resolution NDVI Time-Series Datasets
Abdelaziz Htitiou, Abdelghani Boudhar & Tarik Benabdelouahab
Pages: 182-197
Published online: 05 Feb 2021
AbstractforDeep Learning-Based Spatiotemporal Fusion Approach for Producing High-Resolution NDVI Time-Series Datasets | Full Text | References | PDF (6.4 MB) | EPUB
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Article
Wheat Head Detection using Deep, Semi-Supervised and Ensemble Learning
Fares Fourati, Wided Souidene Mseddi & Rabah Attia
Pages: 198-208
Published online: 29 Apr 2021
AbstractforWheat Head Detection using Deep, Semi-Supervised and Ensemble Learning | Full Text | References | PDF (3.5 MB) | EPUB
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Article
Comparison of Machine and Deep Learning Methods to Estimate Shrub Willow Biomass from UAS Imagery
Haifa Tamiminia, Bahram Salehi, Masoud Mahdianpari, Colin M. Beier, Daniel J. Klimkowski & Timothy A. Volk
Pages: 209-227
Published online: 28 May 2021
AbstractforComparison of Machine and Deep Learning Methods to Estimate Shrub Willow Biomass from UAS Imagery | Full Text | References | PDF (4.4 MB) | EPUB
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Article
Detecting Individual-Tree Crown Regions from Terrestrial Laser Scans with an Anchor-Free Deep Learning Model
Zhouxin Xi & Chris Hopkinson
Pages: 228-242
Published online: 20 Dec 2020
AbstractforDetecting Individual-Tree Crown Regions from Terrestrial Laser Scans with an Anchor-Free Deep Learning Model | Full Text | References | PDF (3.5 MB) | EPUB
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Article
Wetland Mapping Using Multi-Spectral Satellite Imagery and Deep Convolutional Neural Networks: A Case Study in Newfoundland and Labrador, Canada
Ali Jamali, Masoud Mahdianpari, Brian Brisco, Jean Granger, Fariba Mohammadimanesh & Bahram Salehi
Pages: 243-260
Published online: 06 Apr 2021
AbstractforWetland Mapping Using Multi-Spectral Satellite Imagery and Deep Convolutional Neural Networks: A Case Study in Newfoundland and Labrador, Canada | Full Text | References | PDF (6.9 MB) | EPUB
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Article
Super-Resolution Surface Water Mapping on the Canadian Shield Using Planet CubeSat Images and a Generative Adversarial Network
Ekaterina M. D. Lezine, Ethan D. Kyzivat & Laurence C. Smith
Pages: 261-275
Published online: 26 May 2021
AbstractforSuper-Resolution Surface Water Mapping on the Canadian Shield Using Planet CubeSat Images and a Generative Adversarial Network | Full Text | References | PDF (3.1 MB) | EPUB
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Article
Beluga whale detection in the Cumberland Sound Bay using convolutional neural networks
Peter Q. Lee, Keerthijan Radhakrishnan, David A. Clausi, K. Andrea Scott, Linlin Xu & Marianne Marcoux
Pages: 276-294
Published online: 29 Mar 2021
AbstractforBeluga whale detection in the Cumberland Sound Bay using convolutional neural networks | Full Text | References | PDF (3.6 MB) | EPUB
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Article
Tackling SAR Imagery Ship Classification Imbalance via Deep Convolutional Generative Adversarial Network
Nariman Firoozy & Nicholas Sandirasegaram
Pages: 295-308
Published online: 24 Apr 2021
AbstractforTackling SAR Imagery Ship Classification Imbalance via Deep Convolutional Generative Adversarial Network | Full Text | References | PDF (1.4 MB) | EPUB
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Article
Performance Improvement of Encoder/Decoder-Based CNN Architectures for Change Detection from Very High-Resolution Satellite Imagery
Evangelos Bousias Alexakis & Costas Armenakis
Pages: 309-336
Published online: 25 Jun 2021
AbstractforPerformance Improvement of Encoder/Decoder-Based CNN Architectures for Change Detection from Very High-Resolution Satellite Imagery | Full Text | References | PDF (6.3 MB) | EPUB
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Article
A Multi-Feature Fusion Using Deep Transfer Learning for Earthquake Building Damage Detection
Ghasem Abdi & Shabnam Jabari
Pages: 337-352
Published online: 25 May 2021
AbstractforA Multi-Feature Fusion Using Deep Transfer Learning for Earthquake Building Damage Detection | Full Text | References | PDF (5.9 MB) | EPUB
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