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Citations	Article
212	Global Mangrove Extent Change 1996–2020: Global Mangrove Watch Version 3.0 by Pete Bunting, Ake Rosenqvist, Lammert Hilarides, Richard M. Lucas, Nathan Thomas, Takeo Tadono, Thomas A. Worthington, Mark Spalding, Nicholas J. Murray and Lisa-Maria Rebelo
206	A Review of Multi-Sensor Fusion SLAM Systems Based on 3D LIDAR by Xiaobin Xu, Lei Zhang, Jian Yang, Chenfei Cao, Wen Wang, Yingying Ran, Zhiying Tan and Minzhou Luo
185	Global 10 m Land Use Land Cover Datasets: A Comparison of Dynamic World, World Cover and Esri Land Cover by Zander S. Venter, David N. Barton, Tirthankar Chakraborty, Trond Simensen and Geethen Singh
162	Transformers in Remote Sensing: A Survey by Abdulaziz Amer Aleissaee, Amandeep Kumar, Rao Muhammad Anwer, Salman Khan, Hisham Cholakkal, Gui-Song Xia and Fahad Shahbaz Khan
161	Urban Land Use and Land Cover Change Analysis Using Random Forest Classification of Landsat Time Series by Saeid Amini, Mohsen Saber, Hamidreza Rabiei-Dastjerdi and Saeid Homayouni
149	UAV-Based Forest Health Monitoring: A Systematic Review by Simon Ecke, Jan Dempewolf, Julian Frey, Andreas Schwaller, Ewald Endres, Hans-Joachim Klemmt, Dirk Tiede and Thomas Seifert
141	Unmanned Aerial Vehicles for Search and Rescue: A Survey by Mingyang Lyu, Yibo Zhao, Chao Huang and Hailong Huang
140	Swin-Transformer-Enabled YOLOv5 with Attention Mechanism for Small Object Detection on Satellite Images by Hang Gong, Tingkui Mu, Qiuxia Li, Haishan Dai, Chunlai Li, Zhiping He, Wenjing Wang, Feng Han, Abudusalamu Tuniyazi, Haoyang Li, Xuechan Lang, Zhiyuan Li and Bin Wang
138	Google Earth Engine and Artificial Intelligence (AI): A Comprehensive Review by Liping Yang, Joshua Driscol, Sarigai Sarigai, Qiusheng Wu, Haifei Chen and Christopher D. Lippitt
137	Deep Learning for SAR Ship Detection: Past, Present and Future by Jianwei Li, Congan Xu, Hang Su, Long Gao and Taoyang Wang

Citations	Article
141	Unmanned Aerial Vehicles for Search and Rescue: A Survey by Mingyang Lyu, Yibo Zhao, Chao Huang and Hailong Huang
134	Recent Advances in Crop Disease Detection Using UAV and Deep Learning Techniques by Tej Bahadur Shahi, Cheng-Yuan Xu, Arjun Neupane and William Guo
119	Measurement of Total Dissolved Solids and Total Suspended Solids in Water Systems: A Review of the Issues, Conventional, and Remote Sensing Techniques by Godson Ebenezer Adjovu, Haroon Stephen, David James and Sajjad Ahmad
74	Remote Sensing Object Detection in the Deep Learning Era—A Review by Shengxi Gui, Shuang Song, Rongjun Qin and Yang Tang
73	A Systematic Review on Advancements in Remote Sensing for Assessing and Monitoring Land Use and Land Cover Changes Impacts on Surface Water Resources in Semi-Arid Tropical Environments by Makgabo Johanna Mashala, Timothy Dube, Bester Tawona Mudereri, Kingsley Kwabena Ayisi and Marubini Reuben Ramudzuli
70	Development and Evaluation of a Cloud-Gap-Filled MODIS Normalized Difference Snow Index Product over High Mountain Asia by Gang Deng, Zhiguang Tang, Chunyu Dong, Donghang Shao and Xin Wang
67	Challenges and Opportunities in Remote Sensing for Soil Salinization Mapping and Monitoring: A Review by Ghada Sahbeni, Maurice Ngabire, Peter K. Musyimi and Balázs Székely
66	A Review of Practical AI for Remote Sensing in Earth Sciences by Bhargavi Janga, Gokul Prathin Asamani, Ziheng Sun and Nicoleta Cristea
63	Using the InVEST-PLUS Model to Predict and Analyze the Pattern of Ecosystem Carbon storage in Liaoning Province, China by Pengcheng Li, Jundian Chen, Yixin Li and Wen Wu
61	Google Earth Engine: A Global Analysis and Future Trends by Andrés Velastegui-Montoya, Néstor Montalván-Burbano, Paúl Carrión-Mero, Hugo Rivera-Torres, Luís Sadeck and Marcos Adami

Citations	Article
52	Change Detection Methods for Remote Sensing in the Last Decade: A Comprehensive Review by Guangliang Cheng, Yunmeng Huang, Xiangtai Li, Shuchang Lyu, Zhaoyang Xu, Hongbo Zhao, Qi Zhao and Shiming Xiang
36	Delay-Doppler Map Shaping through Oversampled Complementary Sets for High-Speed Target Detection by Jiahua Zhu, Zhuang Xie, Nan Jiang, Yongping Song, Sudan Han, Weijian Liu and Xiaotao Huang
23	Synthetic Aperture Radar Image Change Detection Based on Principal Component Analysis and Two-Level Clustering by Liangliang Li, Hongbing Ma, Xueyu Zhang, Xiaobin Zhao, Ming Lv and Zhenhong Jia
23	Spectral-Spatial Mamba for Hyperspectral Image Classification by Lingbo Huang, Yushi Chen and Xin He
22	SOD-YOLO: Small-Object-Detection Algorithm Based on Improved YOLOv8 for UAV Images by Yangang Li, Qi Li, Jie Pan, Ying Zhou, Hongliang Zhu, Hongwei Wei and Chong Liu
16	A Novel Mamba Architecture with a Semantic Transformer for Efficient Real-Time Remote Sensing Semantic Segmentation by Hao Ding, Bo Xia, Weilin Liu, Zekai Zhang, Jinglin Zhang, Xing Wang and Sen Xu
15	AerialFormer: Multi-Resolution Transformer for Aerial Image Segmentation by Taisei Hanyu, Kashu Yamazaki, Minh Tran, Roy A. McCann, Haitao Liao, Chase Rainwater, Meredith Adkins, Jackson Cothren and Ngan Le
15	How to Learn More? Exploring Kolmogorov–Arnold Networks for Hyperspectral Image Classification by Ali Jamali, Swalpa Kumar Roy, Danfeng Hong, Bing Lu and Pedram Ghamisi
14	AMFNet: Attention-Guided Multi-Scale Fusion Network for Bi-Temporal Change Detection in Remote Sensing Images by Zisen Zhan, Hongjin Ren, Min Xia, Haifeng Lin, Xiaoya Wang and Xin Li
14	LUFFD-YOLO: A Lightweight Model for UAV Remote Sensing Forest Fire Detection Based on Attention Mechanism and Multi-Level Feature Fusion by Yuhang Han, Bingchen Duan, Renxiang Guan, Guang Yang and Zhen Zhen

Citations	Article
10	Assessing Spatiotemporal Dynamics of Net Primary Productivity in Shandong Province, China (2001–2020) Using the CASA Model and Google Earth Engine: Trends, Patterns, and Driving Factors by Dejin Dong, Ruhan Zhang, Wei Guo, Daohong Gong, Ziliang Zhao, Yufeng Zhou, Yang Xu and Yuichiro Fujioka
8	Remote Sensing and GIS in Natural Resource Management: Comparing Tools and Emphasizing the Importance of In-Situ Data by Sanjeev Sharma, Justin O. Beslity, Lindsey Rustad, Lacy J. Shelby, Peter T. Manos, Puskar Khanal, Andrew B. Reinmann and Churamani Khanal
8	Enhanced YOLOv8-Based Model with Context Enrichment Module for Crowd Counting in Complex Drone Imagery by Abdullah N. Alhawsawi, Sultan Daud Khan and Faizan Ur Rehman
7	NST-YOLO11: ViT Merged Model with Neuron Attention for Arbitrary-Oriented Ship Detection in SAR Images by Yiyang Huang, Di Wang, Boxuan Wu and Daoxiang An
7	Spatiotemporal Variation and Driving Factors of Ecological Environment Quality on the Loess Plateau in China from 2000 to 2020 by Shuaizhi Kang, Xia Jia, Yonghua Zhao, Lei Han, Chaoqun Ma and Yu Bai
7	RSAM-Seg: A SAM-Based Model with Prior Knowledge Integration for Remote Sensing Image Semantic Segmentation by Jie Zhang, Yunxin Li, Xubing Yang, Rui Jiang and Li Zhang
6	Sea Surface Temperature Prediction Using ConvLSTM-Based Model with Deformable Attention by Benyun Shi, Conghui Ge, Hongwang Lin, Yanpeng Xu, Qi Tan, Yue Peng and Hailun He
6	Cotton Yield Prediction via UAV-Based Cotton Boll Image Segmentation Using YOLO Model and Segment Anything Model (SAM) by Janvita Reddy, Haoyu Niu, Jose L. Landivar Scott, Mahendra Bhandari, Juan A. Landivar, Craig W. Bednarz and Nick Duffield
5	Spatiotemporal Dynamics and Prediction of Habitat Quality Based on Land Use and Cover Change in Jiangsu, China by Ge Shi, Chuang Chen, Qingci Cao, Jingran Zhang, Jinghai Xu, Yu Chen, Yutong Wang and Jiahang Liu
5	The Future of Radar Space Observation in Europe—Major Upgrade of the Tracking and Imaging Radar (TIRA) by Jens Klare, Florian Behner, Claudio Carloni, Delphine Cerutti-Maori, Lars Fuhrmann, Clemens Hoppenau, Vassilis Karamanavis, Marcel Laubach, Alexander Marek, Robert Perkuhn, Simon Reuter and Felix Rosebrock

Citations	Article
1252	A Spatial-Temporal Attention-Based Method and a New Dataset for Remote Sensing Image Change Detection by Hao Chen and Zhenwei Shi
1194	An Easy-to-Use Airborne LiDAR Data Filtering Method Based on Cloth Simulation by Wuming Zhang, Jianbo Qi, Peng Wan, Hongtao Wang, Donghui Xie, Xiaoyan Wang and Guangjian Yan
1121	Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network by Ying Li, Haokui Zhang and Qiang Shen
1108	Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery by Fan Hu, Gui-Song Xia, Jingwen Hu and Liangpei Zhang
992	A Non-Stationary 1981–2012 AVHRR NDVI_3g Time Series by Jorge E. Pinzon and Compton J. Tucker
990	Hyperspectral Imaging: A Review on UAV-Based Sensors, Data Processing and Applications for Agriculture and Forestry by Telmo Adão, Jonáš Hruška, Luís Pádua, José Bessa, Emanuel Peres, Raul Morais and Joaquim João Sousa
974	Pansharpening by Convolutional Neural Networks by Giuseppe Masi, Davide Cozzolino, Luisa Verdoliva and Giuseppe Scarpa
917	Reconstructing Three Decades of Land Use and Land Cover Changes in Brazilian Biomes with Landsat Archive and Earth Engine by Carlos M. Souza, Jr., Julia Z. Shimbo, Marcos R. Rosa, Leandro L. Parente, Ane A. Alencar, Bernardo F. T. Rudorff, Heinrich Hasenack, Marcelo Matsumoto, Laerte G. Ferreira, Pedro W. M. Souza-Filho, Sergio W. de Oliveira, Washington F. Rocha, Antônio V. Fonseca, Camila B. Marques, Cesar G. Diniz, Diego Costa, Dyeden Monteiro, Eduardo R. Rosa, Eduardo Vélez-Martin, Eliseu J. Weber, Felipe E. B. Lenti, Fernando F. Paternost, Frans G. C. Pareyn, João V. Siqueira, José L. Viera, Luiz C. Ferreira Neto, Marciano M. Saraiva, Marcio H. Sales, Moises P. G. Salgado, Rodrigo Vasconcelos, Soltan Galano, Vinicius V. Mesquita and Tasso Azevedo Show full author list Hide full author list
816	Applications of Remote Sensing in Precision Agriculture: A Review by Rajendra P. Sishodia, Ram L. Ray and Sudhir K. Singh
808	Land-Use Land-Cover Classification by Machine Learning Classifiers for Satellite Observations—A Review by Swapan Talukdar, Pankaj Singha, Susanta Mahato, Shahfahad, Swades Pal, Yuei-An Liou and Atiqur Rahman

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293137	Synthetic Aperture Radar Doppler Tomography Reveals Details of Undiscovered High-Resolution Internal Structure of the Great Pyramid of Giza by Filippo Biondi and Corrado Malanga
43317	Google Earth Engine and Artificial Intelligence (AI): A Comprehensive Review by Liping Yang, Joshua Driscol, Sarigai Sarigai, Qiusheng Wu, Haifei Chen and Christopher D. Lippitt
40245	Measurement of Total Dissolved Solids and Total Suspended Solids in Water Systems: A Review of the Issues, Conventional, and Remote Sensing Techniques by Godson Ebenezer Adjovu, Haroon Stephen, David James and Sajjad Ahmad
38400	Individual Tree-Crown Detection and Species Identification in Heterogeneous Forests Using Aerial RGB Imagery and Deep Learning by Mirela Beloiu, Lucca Heinzmann, Nataliia Rehush, Arthur Gessler and Verena C. Griess
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36630	A Review of Practical AI for Remote Sensing in Earth Sciences by Bhargavi Janga, Gokul Prathin Asamani, Ziheng Sun and Nicoleta Cristea
34267	Global 10 m Land Use Land Cover Datasets: A Comparison of Dynamic World, World Cover and Esri Land Cover by Zander S. Venter, David N. Barton, Tirthankar Chakraborty, Trond Simensen and Geethen Singh
33770	A Review of Multi-Sensor Fusion SLAM Systems Based on 3D LIDAR by Xiaobin Xu, Lei Zhang, Jian Yang, Chenfei Cao, Wen Wang, Yingying Ran, Zhiying Tan and Minzhou Luo
29637	Unmanned Aerial Vehicles for Search and Rescue: A Survey by Mingyang Lyu, Yibo Zhao, Chao Huang and Hailong Huang

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40245	Measurement of Total Dissolved Solids and Total Suspended Solids in Water Systems: A Review of the Issues, Conventional, and Remote Sensing Techniques by Godson Ebenezer Adjovu, Haroon Stephen, David James and Sajjad Ahmad
36630	A Review of Practical AI for Remote Sensing in Earth Sciences by Bhargavi Janga, Gokul Prathin Asamani, Ziheng Sun and Nicoleta Cristea
29637	Unmanned Aerial Vehicles for Search and Rescue: A Survey by Mingyang Lyu, Yibo Zhao, Chao Huang and Hailong Huang
26199	Google Earth Engine: A Global Analysis and Future Trends by Andrés Velastegui-Montoya, Néstor Montalván-Burbano, Paúl Carrión-Mero, Hugo Rivera-Torres, Luís Sadeck and Marcos Adami
26029	Recent Advances and Challenges in Schumann Resonance Observations and Research by Jinlai Liu, Jianping Huang, Zhong Li, Zhengyu Zhao, Zhima Zeren, Xuhui Shen and Qiao Wang
24898	Advancements and Applications of Drone-Integrated Geographic Information System Technology—A Review by Md Muzakkir Quamar, Baqer Al-Ramadan, Khalid Khan, Md Shafiullah and Sami El Ferik
22366	A Critical Analysis of NeRF-Based 3D Reconstruction by Fabio Remondino, Ali Karami, Ziyang Yan, Gabriele Mazzacca, Simone Rigon and Rongjun Qin
20264	Remote Sensing Object Detection in the Deep Learning Era—A Review by Shengxi Gui, Shuang Song, Rongjun Qin and Yang Tang
20192	Recent Advances in Crop Disease Detection Using UAV and Deep Learning Techniques by Tej Bahadur Shahi, Cheng-Yuan Xu, Arjun Neupane and William Guo
19664	Slip Estimation Using Variation Data of Strain of the Chassis of Lunar Rovers Traveling on Loose Soil by Kojiro Iizuka and Kohei Inaba

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13623	Change Detection Methods for Remote Sensing in the Last Decade: A Comprehensive Review by Guangliang Cheng, Yunmeng Huang, Xiangtai Li, Shuchang Lyu, Zhaoyang Xu, Hongbo Zhao, Qi Zhao and Shiming Xiang
12332	A Review of UAV Path-Planning Algorithms and Obstacle Avoidance Methods for Remote Sensing Applications by Dipraj Debnath, Fernando Vanegas, Juan Sandino, Ahmad Faizul Hawary and Felipe Gonzalez
10892	SOD-YOLO: Small-Object-Detection Algorithm Based on Improved YOLOv8 for UAV Images by Yangang Li, Qi Li, Jie Pan, Ying Zhou, Hongliang Zhu, Hongwei Wei and Chong Liu
9444	Digital Twin of Space Environment: Development, Challenges, Applications, and Future Outlook by Wei Liu, Mengwei Wu, Gang Wan and Minyi Xu
8886	Application of Artificial Intelligence and Remote Sensing for Landslide Detection and Prediction: Systematic Review by Stephen Akosah, Ivan Gratchev, Dong-Hyun Kim and Syng-Yup Ohn
8143	Harmonized Landsat and Sentinel-2 Data with Google Earth Engine by Elias Fernando Berra, Denise Cybis Fontana, Feng Yin and Fabio Marcelo Breunig
7942	Unmanned Aerial Geophysical Remote Sensing: A Systematic Review by Farzaneh Dadrass Javan, Farhad Samadzadegan, Ahmad Toosi and Mark van der Meijde
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7280	Deep-Learning for Change Detection Using Multi-Modal Fusion of Remote Sensing Images: A Review by Souad Saidi, Soufiane Idbraim, Younes Karmoude, Antoine Masse and Manuel Arbelo
7133	Remote Sensing and GIS in Natural Resource Management: Comparing Tools and Emphasizing the Importance of In-Situ Data by Sanjeev Sharma, Justin O. Beslity, Lindsey Rustad, Lacy J. Shelby, Peter T. Manos, Puskar Khanal, Andrew B. Reinmann and Churamani Khanal

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6297	Discussion Points of the Remote Sensing Study and Integrated Analysis of the Archaeological Landscape of Rujm el-Hiri by Olga Khabarova, Michal Birkenfeld and Lev V. Eppelbaum
5396	Review of Recent Advances in Remote Sensing and Machine Learning Methods for Lake Water Quality Management by Ying Deng, Yue Zhang, Daiwei Pan, Simon X. Yang and Bahram Gharabaghi
5283	Multi-Sensor Image Classification Using the Random Forest Algorithm in Google Earth Engine with KOMPSAT-3/5 and CAS500-1 Images by Jeonghee Lee, Kwangseob Kim and Kiwon Lee
5216	A Systematic Review of Urban Flood Susceptibility Mapping: Remote Sensing, Machine Learning, and Other Modeling Approaches by Tania Islam, Ethiopia B. Zeleke, Mahmud Afroz and Assefa M. Melesse
5074	Deep Learning Applications in Ionospheric Modeling: Progress, Challenges, and Opportunities by Renzhong Zhang, Haorui Li, Yunxiao Shen, Jiayi Yang, Wang Li, Dongsheng Zhao and Andong Hu
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4561	Gaussian–Student’s t Mixture Distribution-Based Robust Kalman Filter for Global Navigation Satellite System/Inertial Navigation System/Odometer Data Fusion by Jiaji Wu, Jinguang Jiang, Yanan Tang and Jianghua Liu
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14543	Synthetic Aperture Radar Doppler Tomography Reveals Details of Undiscovered High-Resolution Internal Structure of the Great Pyramid of Giza by Filippo Biondi and Corrado Malanga
13271	Comparison of Physical-Based Models to Measure Forest Resilience to Fire as a Function of Burn Severity by José Manuel Fernández-Guisuraga, Susana Suárez-Seoane, Carmen Quintano, Alfonso Fernández-Manso and Leonor Calvo
10765	A Review of Multi-Sensor Fusion SLAM Systems Based on 3D LIDAR by Xiaobin Xu, Lei Zhang, Jian Yang, Chenfei Cao, Wen Wang, Yingying Ran, Zhiying Tan and Minzhou Luo
10622	An Overview on Visual SLAM: From Tradition to Semantic by Weifeng Chen, Guangtao Shang, Aihong Ji, Chengjun Zhou, Xiyang Wang, Chonghui Xu, Zhenxiong Li and Kai Hu
10049	Neuro-Fuzzy-AHP (NFAHP) Technique for Copper Exploration Using Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) and Geological Datasets in the Sahlabad Mining Area, East Iran by Aref Shirazi, Ardeshir Hezarkhani, Amin Beiranvand Pour, Adel Shirazy and Mazlan Hashim
8681	Google Earth Engine and Artificial Intelligence (AI): A Comprehensive Review by Liping Yang, Joshua Driscol, Sarigai Sarigai, Qiusheng Wu, Haifei Chen and Christopher D. Lippitt
7470	Global 10 m Land Use Land Cover Datasets: A Comparison of Dynamic World, World Cover and Esri Land Cover by Zander S. Venter, David N. Barton, Tirthankar Chakraborty, Trond Simensen and Geethen Singh
6992	Global Mangrove Extent Change 1996–2020: Global Mangrove Watch Version 3.0 by Pete Bunting, Ake Rosenqvist, Lammert Hilarides, Richard M. Lucas, Nathan Thomas, Takeo Tadono, Thomas A. Worthington, Mark Spalding, Nicholas J. Murray and Lisa-Maria Rebelo
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5813	Measurement of Total Dissolved Solids and Total Suspended Solids in Water Systems: A Review of the Issues, Conventional, and Remote Sensing Techniques by Godson Ebenezer Adjovu, Haroon Stephen, David James and Sajjad Ahmad
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3305	Change Detection Methods for Remote Sensing in the Last Decade: A Comprehensive Review by Guangliang Cheng, Yunmeng Huang, Xiangtai Li, Shuchang Lyu, Zhaoyang Xu, Hongbo Zhao, Qi Zhao and Shiming Xiang
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1350	Remote Sensing Application in Ecological Restoration Monitoring: A Systematic Review by Ruozeng Wang, Yonghua Sun, Jinkun Zong, Yihan Wang, Xuyue Cao, Yanzhao Wang, Xinglu Cheng and Wangkuan Zhang
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1236	A Review of Deep Learning-Based Methods for Road Extraction from High-Resolution Remote Sensing Images by Ruyi Liu, Junhong Wu, Wenyi Lu, Qiguang Miao, Huan Zhang, Xiangzeng Liu, Zixiang Lu and Long Li

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1043	Remote Sensing and GIS in Natural Resource Management: Comparing Tools and Emphasizing the Importance of In-Situ Data by Sanjeev Sharma, Justin O. Beslity, Lindsey Rustad, Lacy J. Shelby, Peter T. Manos, Puskar Khanal, Andrew B. Reinmann and Churamani Khanal
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