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Citations	Article
224	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
213	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
192	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
168	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
168	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
154	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
149	Unmanned Aerial Vehicles for Search and Rescue: A Survey by Mingyang Lyu, Yibo Zhao, Chao Huang and Hailong Huang
144	Deep Object Detection of Crop Weeds: Performance of YOLOv7 on a Real Case Dataset from UAV Images by Ignazio Gallo, Anwar Ur Rehman, Ramin Heidarian Dehkordi, Nicola Landro, Riccardo La Grassa and Mirco Boschetti
143	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
142	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

Citations	Article
149	Unmanned Aerial Vehicles for Search and Rescue: A Survey by Mingyang Lyu, Yibo Zhao, Chao Huang and Hailong Huang
126	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
85	Remote Sensing Object Detection in the Deep Learning Era—A Review by Shengxi Gui, Shuang Song, Rongjun Qin and Yang Tang
77	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
71	A Review of Practical AI for Remote Sensing in Earth Sciences by Bhargavi Janga, Gokul Prathin Asamani, Ziheng Sun and Nicoleta Cristea
71	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
64	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
64	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
62	GCL-YOLO: A GhostConv-Based Lightweight YOLO Network for UAV Small Object Detection by Jinshan Cao, Wenshu Bao, Haixing Shang, Ming Yuan and Qian Cheng
61	Hyperspectral Image Classification Based on Fusing S³-PCA, 2D-SSA and Random Patch Network by Huayue Chen, Tingting Wang, Tao Chen and Wu Deng

Citations	Article
56	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
40	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
26	Spectral-Spatial Mamba for Hyperspectral Image Classification by Lingbo Huang, Yushi Chen and Xin He
26	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
18	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
18	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
16	A Catalogue of Impact Craters and Surface Age Analysis in the Chang’e-6 Landing Area by Yexin Wang, Jing Nan, Chenxu Zhao, Bin Xie, Sheng Gou, Zongyu Yue, Kaichang Di, Hong Zhang, Xiangjin Deng and Shujuan Sun
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	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
14	SHAP-Driven Explainable Artificial Intelligence Framework for Wildfire Susceptibility Mapping Using MODIS Active Fire Pixels: An In-Depth Interpretation of Contributing Factors in Izmir, Türkiye by Muzaffer Can Iban and Oktay Aksu

Citations	Article
11	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	Advancements and Perspective in the Quantitative Assessment of Soil Salinity Utilizing Remote Sensing and Machine Learning Algorithms: A Review by Fei Wang, Lili Han, Lulu Liu, Chengjie Bai, Jinxi Ao, Hongjiang Hu, Rongrong Li, Xiaojing Li, Xian Guo and Yang Wei
8	*Land Suitability for Pitahaya (Hylocereus megalanthus) Cultivation in Amazonas, Perú: Integrated Use of GIS, RS, F-AHP, and PROMETHEE* by Katerin M. Tuesta-Trauco, Rolando Salas López, Elgar Barboza, Jhon A. Zabaleta-Santisteban, Angel J. Medina-Medina, Abner S. Rivera-Fernandez, José A. Sánchez-Vega, Nerci M. Noriega-Salazar, Manuel Oliva-Cruz, Aqil Tariq and Jhonsy O. Silva-López
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	Remote Sensing and Geospatial Analysis in the Big Data Era: A Survey by Elias Dritsas and Maria Trigka
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	Drone-Based Wildfire Detection with Multi-Sensor Integration by Akmalbek Abdusalomov, Sabina Umirzakova, Makhkamov Bakhtiyor Shukhratovich, Mukhriddin Mukhiddinov, Azamat Kakhorov, Abror Buriboev and Heung Seok Jeon
6	CM-YOLO: Typical Object Detection Method in Remote Sensing Cloud and Mist Scene Images by Jianming Hu, Yangyu Wei, Wenbin Chen, Xiyang Zhi and Wei Zhang
5	Fiducial Reference Measurements for Air Quality Monitoring Using Ground-Based MAX-DOAS Instruments (FRM4DOAS) by Michel Van Roozendael, Francois Hendrick, Martina M. Friedrich, Caroline Fayt, Alkis Bais, Steffen Beirle, Tim Bösch, Monica Navarro Comas, Udo Friess, Dimitris Karagkiozidis, Karin Kreher, Alexis Merlaud, Gaia Pinardi, Ankie Piters, Cristina Prados-Roman, Olga Puentedura, Lucas Reischmann, Andreas Richter, Jan-Lukas Tirpitz, Thomas Wagner, Margarita Yela and Steffen Ziegler Show full author list Hide full author list

Citations	Article
1277	A Spatial-Temporal Attention-Based Method and a New Dataset for Remote Sensing Image Change Detection by Hao Chen and Zhenwei Shi
1207	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
1126	Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network by Ying Li, Haokui Zhang and Qiang Shen
1111	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
994	A Non-Stationary 1981–2012 AVHRR NDVI_3g Time Series by Jorge E. Pinzon and Compton J. Tucker
994	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
978	Pansharpening by Convolutional Neural Networks by Giuseppe Masi, Davide Cozzolino, Luisa Verdoliva and Giuseppe Scarpa
934	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
843	Applications of Remote Sensing in Precision Agriculture: A Review by Rajendra P. Sishodia, Ram L. Ray and Sudhir K. Singh
823	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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38746	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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41694	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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26995	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
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25937	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
22967	A Critical Analysis of NeRF-Based 3D Reconstruction by Fabio Remondino, Ali Karami, Ziyang Yan, Gabriele Mazzacca, Simone Rigon and Rongjun Qin
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19729	Slip Estimation Using Variation Data of Strain of the Chassis of Lunar Rovers Traveling on Loose Soil by Kojiro Iizuka and Kohei Inaba
16785	Flood Detection with SAR: A Review of Techniques and Datasets by Donato Amitrano, Gerardo Di Martino, Alessio Di Simone and Pasquale Imperatore

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14440	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
13323	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
11644	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
9959	Digital Twin of Space Environment: Development, Challenges, Applications, and Future Outlook by Wei Liu, Mengwei Wu, Gang Wan and Minyi Xu
9220	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
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14830	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
13279	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
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6050	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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3437	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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1226	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

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