International Journal of Remote Sensing, Volume 43, Issue 15-16 (2022)

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International Journal of Remote Sensing, Volume 43, Issue 15-16 (2022)

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Learning from Data for Remote Sensing Image Analysis

Preface

Editorial
Learning from Data for Remote Sensing Image Analysis
Yakoub Bazi, Gabriele Cavallaro, Begüm Demir & Farid Melgani
Pages: 5527-5533
Published online: 12 Nov 2022
First Page PreviewforLearning from Data for Remote Sensing Image Analysis | Full Text | References | PDF (240.8 KB) | EPUB
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Free Access

Articles

Article
Bibliometric and visualized analysis of deep learning in remote sensing
Yang Bai, Xiyan Sun, Yuanfa Ji, Jianhua Huang, Wentao Fu & Huien Shi
Pages: 5534-5571
Published online: 19 Aug 2021
AbstractforBibliometric and visualized analysis of deep learning in remote sensing | Full Text | References | PDF (6.8 MB) | EPUB
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Research Article

Article
Gradient Guided Pyramidal Convolution Residual Network with Interactive Connections for Pan-sharpening
Zhibing Lai, Lihui Chen, Zitao Liu & Xiaomin Yang
Pages: 5572-5602
Published online: 09 Aug 2021
AbstractforGradient Guided Pyramidal Convolution Residual Network with Interactive Connections for Pan-sharpening | Full Text | References | PDF (19.9 MB) | EPUB
  • 290 Views
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Article
Vector data partition correction method supported by deep learning
Tengda Zhang, Jiguang Dai, Yan Li & Yilei Zhang
Pages: 5603-5635
Published online: 21 Sep 2022
AbstractforVector data partition correction method supported by deep learning | Full Text | References | PDF (32.7 MB) | EPUB
  • 222 Views
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Article
Quantifying mangrove leaf area index from Sentinel-2 imagery using hybrid models and active learning
Nguyen An Binh, Leon T. Hauser, Pham Viet Hoa, Giang Thi Phuong Thao, Nguyen Ngoc An, Huynh Song Nhut, Tran Anh Phuong & Jochem Verrelst
Pages: 5636-5657
Published online: 25 Mar 2022
AbstractforQuantifying mangrove leaf area index from Sentinel-2 imagery using hybrid models and active learning | Full Text | References | PDF (5.9 MB) | EPUB
  • 877 Views
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Article
Recovery of impenetrable rough surface profiles via CNN-based deep learning architecture
İzde Aydin, Güven Budak, Ahmet Sefer & Ali Yapar
Pages: 5658-5685
Published online: 05 Aug 2022
AbstractforRecovery of impenetrable rough surface profiles via CNN-based deep learning architecture | Full Text | References | PDF (2.8 MB) | EPUB
  • 326 Views
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Article
ANN estimation model for photogrammetry-based UAV flight planning optimisation
H. B. Makineci, H. Karabörk & A. Durdu
Pages: 5686-5708
Published online: 09 Aug 2021
AbstractforANN estimation model for photogrammetry-based UAV flight planning optimisation | Full Text | References | PDF (5.3 MB) | EPUB
  • 539 Views
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Article
Ship detection of optical remote sensing image in multiple scenes
Xungen Li, Zixuan Li, Shuaishuai Lv, Jing Cao, Mian Pan, Qi Ma & Haibin Yu
Pages: 5709-5737
Published online: 03 Jun 2021
AbstractforShip detection of optical remote sensing image in multiple scenes | Full Text | References | PDF (8.1 MB) | EPUB
  • 462 Views
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Article
Exploring RAU-net for semantic segmentation of Philippines satellite images in identification of building density
Joseph Jessie S. Oñate & Marianne Ang-Tolentino
Pages: 5738-5756
Published online: 06 Nov 2021
AbstractforExploring RAU-net for semantic segmentation of Philippines satellite images in identification of building density | Full Text | References | PDF (7.1 MB) | EPUB
  • 187 Views
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Article
Spatial-Coordinate Attention and Multi-Path Residual Block Based Oriented Object Detection in Remote Sensing Images
Mingyang Wang, Jiangtao Wang, Chen Liu, Feiyang Li & Ziyang Wang
Pages: 5757-5774
Published online: 18 Oct 2021
AbstractforSpatial-Coordinate Attention and Multi-Path Residual Block Based Oriented Object Detection in Remote Sensing Images | Full Text | References | PDF (5 MB) | EPUB
  • 389 Views
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Article
A spatial-spectral feature based target detection framework for high‑resolution HSI
Yanshan Li, Shifu Chen, Jianjie Xu, Haojin Tang & Wenke Liu
Pages: 5775-5799
Published online: 17 Aug 2021
AbstractforA spatial-spectral feature based target detection framework for high‑resolution HSI | Full Text | References | PDF (10.2 MB) | EPUB
  • 338 Views
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Article
New SAR target recognition based on YOLO and very deep multi-canonical correlation analysis
Moussa Amrani, Abdelatif Bey & Abdenour Amamra
Pages: 5800-5819
Published online: 04 Aug 2021
AbstractforNew SAR target recognition based on YOLO and very deep multi-canonical correlation analysis | Full Text | References | PDF (7.6 MB) | EPUB
  • 657 Views
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Article
Lightweight SAR Ship detection and 16 Class Classification using Novel Deep Learning Algorithm with a Hybrid Preprocessing Technique
Anil Raj J, Sumam Mary Idicula & Binu Paul
Pages: 5820-5847
Published online: 02 Jan 2022
AbstractforLightweight SAR Ship detection and 16 Class Classification using Novel Deep Learning Algorithm with a Hybrid Preprocessing Technique | Full Text | References | PDF (6.5 MB) | EPUB
  • 505 Views
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Article
AFD filter and E2N2 classifier for improving visualization of crop image and crop classification in remote sensing image
Sonam Pandey, Rohit Miri, G R Sinha & Rohit Raja
Pages: 5848-5873
Published online: 25 Jan 2022
AbstractforAFD filter and E2N2 classifier for improving visualization of crop image and crop classification in remote sensing image | Full Text | References | PDF (9 MB) | EPUB
  • 199 Views
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Article
MANet: a multi-level aggregation network for semantic segmentation of high-resolution remote sensing images
Bingyu Chen, Min Xia, Ming Qian & Junqing Huang
Pages: 5874-5894
Published online: 09 Jun 2022
AbstractforMANet: a multi-level aggregation network for semantic segmentation of high-resolution remote sensing images | Full Text | References | PDF (7.7 MB) | EPUB
  • 668 Views
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Article
A fast adaptive SVDIncExtreme learning machine framework for remote sensing image classification
M Vidhya, S K Sudha & S Aji
Pages: 5895-5916
Published online: 28 Nov 2021
AbstractforA fast adaptive SVDIncExtreme learning machine framework for remote sensing image classification | Full Text | References | PDF (8.1 MB) | EPUB
  • 133 Views
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Article
SGBNet: An Ultra Light-weight Network for Real-time Semantic Segmentation of Land Cover
Kai Pang, Liguo Weng, Yonghong Zhang, Jia Liu, Haifeng Lin & Min Xia
Pages: 5917-5939
Published online: 25 Jan 2022
AbstractforSGBNet: An Ultra Light-weight Network for Real-time Semantic Segmentation of Land Cover | Full Text | References | PDF (7.1 MB) | EPUB
  • 660 Views
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Article
Cloud/shadow segmentation based on multi-level feature enhanced network for remote sensing imagery
Shoukuan Miao, Min Xia, Ming Qian, Yonghong Zhang, Jia Liu & Haifeng Lin
Pages: 5940-5960
Published online: 09 Jan 2022
AbstractforCloud/shadow segmentation based on multi-level feature enhanced network for remote sensing imagery | Full Text | References | PDF (5.4 MB) | EPUB
  • 583 Views
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Article
A novel mutual information-based feature selection approach forefficient transfer learning in aerial scene classification
Nilakshi Devi & Bhogeswar Borah
Pages: 5961-5975
Published online: 22 Jun 2021
AbstractforA novel mutual information-based feature selection approach forefficient transfer learning in aerial scene classification | Full Text | References | PDF (3.7 MB) | EPUB
  • 145 Views
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Article
GSCCTL: a general semi-supervised scene classification method for remote sensing images based on clustering and transfer learning
Haifeng Song & Weiwei Yang
Pages: 5976-6000
Published online: 05 Jan 2022
AbstractforGSCCTL: a general semi-supervised scene classification method for remote sensing images based on clustering and transfer learning | Full Text | References | PDF (5.7 MB) | EPUB
  • 545 Views
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Article
Mahalanobis distance based accuracy prediction models for Sentinel-2 Image Scene Classification
Kashyap Raiyani, Teresa Gonçalves, Luís Rato & Miguel Barão
Pages: 6001-6026
Published online: 09 Jan 2022
AbstractforMahalanobis distance based accuracy prediction models for Sentinel-2 Image Scene Classification | Full Text | References | PDF (11.3 MB) | EPUB
  • 390 Views
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Article
Energy-based learning for open-set classification in remote sensing imagery
Mohamad M. Al Rahhal, Yakoub Bazi, Reham Al-Dayil, Bashair M. Alwadei, Nassim Ammour & Naif Alajlan
Pages: 6027-6037
Published online: 11 Mar 2022
AbstractforEnergy-based learning for open-set classification in remote sensing imagery | Full Text | References | PDF (2.7 MB) | EPUB
  • 436 Views
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Article
Finding a suitable sensing time period for crop identification using heuristic techniques with multi-temporal satellite images
Marcos Fernández-Sellers, Guillermo Siesto, Adolfo Lozano-Tello & Pedro J. Clemente
Pages: 6038-6055
Published online: 21 Sep 2021
AbstractforFinding a suitable sensing time period for crop identification using heuristic techniques with multi-temporal satellite images | Full Text | References | PDF (6.2 MB) | EPUB
  • 2524 Views
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Open Access
Article
3D convolution for multidate crop recognition from multitemporal image sequences
Marcos Rogozinski, Jorge Andres Chamorro Martinez & Raul Queiroz Feitosa
Pages: 6056-6077
Published online: 01 Oct 2021
Abstractfor3D convolution for multidate crop recognition from multitemporal image sequences | Full Text | References | PDF (7.8 MB) | EPUB
  • 229 Views
  • 2 CrossRef citations
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Article
Generating pre-harvest crop maps by applying convolutional neural network on multi-temporal Sentinel-1 data
Subir Paul, Mamta Kumari, C. S. Murthy & D. Nagesh Kumar
Pages: 6078-6101
Published online: 07 Feb 2022
AbstractforGenerating pre-harvest crop maps by applying convolutional neural network on multi-temporal Sentinel-1 data | Full Text | References | PDF (4.2 MB) | EPUB
  • 568 Views
  • 8 CrossRef citations
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Article
SCA-CDNet: a robust siamese correlation-and-attention-based change detection network for bitemporal VHR images
Shiyan Pang, Anran Zhang, Jingjing Hao, Fengzhu Liu & Jia Chen
Pages: 6102-6123
Published online: 29 Jun 2021
AbstractforSCA-CDNet: a robust siamese correlation-and-attention-based change detection network for bitemporal VHR images | Full Text | References | PDF (11.9 MB) | EPUB
  • 441 Views
  • 6 CrossRef citations
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Article
Hyperspectral unmixing using weighted sparse regression with total variation regularization
Longfei Ren, Zheng Ma, Francesca Bovolo, Jianming Hu & Lorenzo Bruzzone
Pages: 6124-6151
Published online: 08 Mar 2022
AbstractforHyperspectral unmixing using weighted sparse regression with total variation regularization | Full Text | References | PDF (4.9 MB) | EPUB
  • 358 Views
  • 7 CrossRef citations
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Article
Unsupervised double weighted graphs via good neighbours for dimension reduction of hyperspectral image
Jiahui Chou, Siyu Zhao, Yingyi Chen & Ling Jing
Pages: 6152-6175
Published online: 05 Aug 2022
AbstractforUnsupervised double weighted graphs via good neighbours for dimension reduction of hyperspectral image | Full Text | References | PDF (4 MB) | EPUB
  • 148 Views
  • 3 CrossRef citations
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Article
Accuracy and processing speed trade-offs in classical and quantum SVM classifier exploiting PRISMA hyperspectral imagery
Riyaaz Uddien Shaik & Shoba Periasamy
Pages: 6176-6194
Published online: 22 Apr 2022
AbstractforAccuracy and processing speed trade-offs in classical and quantum SVM classifier exploiting PRISMA hyperspectral imagery | Full Text | References | PDF (4.6 MB) | EPUB
  • 386 Views
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