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Citations	Article
251	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
235	Unmanned Aerial Vehicles for Search and Rescue: A Survey by Mingyang Lyu, Yibo Zhao, Chao Huang and Hailong Huang
189	Recent Advances in Crop Disease Detection Using UAV and Deep Learning Techniques by Tej Bahadur Shahi, Cheng-Yuan Xu, Arjun Neupane and William Guo
178	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
176	Remote Sensing in Field Crop Monitoring: A Comprehensive Review of Sensor Systems, Data Analyses and Recent Advances by Emmanuel Omia, Hyungjin Bae, Eunsung Park, Moon Sung Kim, Insuck Baek, Isa Kabenge and Byoung-Kwan Cho
166	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
153	Overview of the Application of Remote Sensing in Effective Monitoring of Water Quality Parameters by Godson Ebenezer Adjovu, Haroon Stephen, David James and Sajjad Ahmad
153	Remote Sensing Object Detection in the Deep Learning Era—A Review by Shengxi Gui, Shuang Song, Rongjun Qin and Yang Tang
126	Remote-Sensing Data and Deep-Learning Techniques in Crop Mapping and Yield Prediction: A Systematic Review by Abhasha Joshi, Biswajeet Pradhan, Shilpa Gite and Subrata Chakraborty
123	Multi-Scale Ship Detection Algorithm Based on YOLOv7 for Complex Scene SAR Images by Zhuo Chen, Chang Liu, V. F. Filaretov and D. A. Yukhimets

Citations	Article
153	Remote Sensing Object Detection in the Deep Learning Era—A Review by Shengxi Gui, Shuang Song, Rongjun Qin and Yang Tang
113	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
97	Flood Detection with SAR: A Review of Techniques and Datasets by Donato Amitrano, Gerardo Di Martino, Alessio Di Simone and Pasquale Imperatore
87	A Survey of Object Detection for UAVs Based on Deep Learning by Guangyi Tang, Jianjun Ni, Yonghao Zhao, Yang Gu and Weidong Cao
86	Comparison of Random Forest and XGBoost Classifiers Using Integrated Optical and SAR Features for Mapping Urban Impervious Surface by Zhenfeng Shao, Muhammad Nasar Ahmad and Akib Javed
82	Machine Learning-Based Wetland Vulnerability Assessment in the Sindh Province Ramsar Site Using Remote Sensing Data by Rana Waqar Aslam, Hong Shu, Iram Naz, Abdul Quddoos, Andaleeb Yaseen, Khansa Gulshad and Saad S. Alarifi
81	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
79	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
57	A Parallel-Cascaded Ensemble of Machine Learning Models for Crop Type Classification in Google Earth Engine Using Multi-Temporal Sentinel-1/2 and Landsat-8/9 Remote Sensing Data by Esmaeil Abdali, Mohammad Javad Valadan Zoej, Alireza Taheri Dehkordi and Ebrahim Ghaderpour
56	A Comprehensive Survey of Unmanned Aerial Vehicles Detection and Classification Using Machine Learning Approach: Challenges, Solutions, and Future Directions by Md Habibur Rahman, Mohammad Abrar Shakil Sejan, Md Abdul Aziz, Rana Tabassum, Jung-In Baik and Hyoung-Kyu Song

Citations	Article
48	Advances in Deep Learning Applications for Plant Disease and Pest Detection: A Review by Shaohua Wang, Dachuan Xu, Haojian Liang, Yongqing Bai, Xiao Li, Junyuan Zhou, Cheng Su and Wenyu Wei
28	Remote Sensing and Geospatial Analysis in the Big Data Era: A Survey by Elias Dritsas and Maria Trigka
24	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
22	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
22	SAR Small Ship Detection Based on Enhanced YOLO Network by Tianyue Guan, Sheng Chang, Chunle Wang and Xiaoxue Jia
21	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
20	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
19	Application of LiDAR Sensors for Crop and Working Environment Recognition in Agriculture: A Review by Md Rejaul Karim, Md Nasim Reza, Hongbin Jin, Md Asrakul Haque, Kyu-Ho Lee, Joonjea Sung and Sun-Ok Chung
19	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
19	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

Citations	Article
13	Toward Efficient UAV-Based Small Object Detection: A Lightweight Network with Enhanced Feature Fusion by Xingyu Di, Kangning Cui and Rui-Feng Wang
7	YOLO-SRMX: A Lightweight Model for Real-Time Object Detection on Unmanned Aerial Vehicles by Shimin Weng, Han Wang, Jiashu Wang, Changming Xu and Ende Zhang
6	Improving Tropical Forest Canopy Height Mapping by Fusion of Sentinel-1/2 and Bias-Corrected ICESat-2–GEDI Data by Aobo Liu, Yating Chen and Xiao Cheng
6	Soil Moisture Prediction Using Remote Sensing and Machine Learning Algorithms: A Review on Progress, Challenges, and Opportunities by Manoj Lamichhane, Sushant Mehan and Kyle R. Mankin
6	SR-YOLO: Spatial-to-Depth Enhanced Multi-Scale Attention Network for Small Target Detection in UAV Aerial Imagery by Shasha Zhao, He Chen, Di Zhang, Yiyao Tao, Xiangnan Feng and Dengyin Zhang
5	YOLO-Ssboat: Super-Small Ship Detection Network for Large-Scale Aerial and Remote Sensing Scenes by Yiliang Zeng, Xiuhong Wang, Jinlin Zou and Hongtao Wu
5	HSF-DETR: Hyper Scale Fusion Detection Transformer for Multi-Perspective UAV Object Detection by Yi Mao, Haowei Zhang, Rui Li, Feng Zhu, Rui Sun and Pingping Ji
5	ELNet: An Efficient and Lightweight Network for Small Object Detection in UAV Imagery by Hui Li, Jianbo Ma and Jianlin Zhang
5	SRM-YOLO for Small Object Detection in Remote Sensing Images by Bin Yao, Chengkun Zhang, Qingxiang Meng, Xiandong Sun, Xuyang Hu, Lu Wang and Xilai Li
4	RSNet: Compact-Align Detection Head Embedded Lightweight Network for Small Object Detection in Remote Sensing by Qing Dong, Tianxin Han, Gang Wu, Baiyou Qiao and Lina Sun

Citations	Article
1553	A Spatial-Temporal Attention-Based Method and a New Dataset for Remote Sensing Image Change Detection by Hao Chen and Zhenwei Shi
1367	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
1212	Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network by Ying Li, Haokui Zhang and Qiang Shen
1145	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
1106	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
1092	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
1071	Pansharpening by Convolutional Neural Networks by Giuseppe Masi, Davide Cozzolino, Luisa Verdoliva and Giuseppe Scarpa
1031	A Non-Stationary 1981–2012 AVHRR NDVI_3g Time Series by Jorge E. Pinzon and Compton J. Tucker
1024	Applications of Remote Sensing in Precision Agriculture: A Review by Rajendra P. Sishodia, Ram L. Ray and Sudhir K. Singh
954	Recent Advances of Hyperspectral Imaging Technology and Applications in Agriculture by Bing Lu, Phuong D. Dao, Jiangui Liu, Yuhong He and Jiali Shang

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51495	A Review of Practical AI for Remote Sensing in Earth Sciences by Bhargavi Janga, Gokul Prathin Asamani, Ziheng Sun and Nicoleta Cristea
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28718	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
25865	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
25507	A Comprehensive Survey of Unmanned Aerial Vehicles Detection and Classification Using Machine Learning Approach: Challenges, Solutions, and Future Directions by Md Habibur Rahman, Mohammad Abrar Shakil Sejan, Md Abdul Aziz, Rana Tabassum, Jung-In Baik and Hyoung-Kyu Song
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18418	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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14925	Advances in Deep Learning Applications for Plant Disease and Pest Detection: A Review by Shaohua Wang, Dachuan Xu, Haojian Liang, Yongqing Bai, Xiao Li, Junyuan Zhou, Cheng Su and Wenyu Wei
13966	Remote Sensing and Geospatial Analysis in the Big Data Era: A Survey by Elias Dritsas and Maria Trigka
13580	Advancements in Vision–Language Models for Remote Sensing: Datasets, Capabilities, and Enhancement Techniques by Lijie Tao, Haokui Zhang, Haizhao Jing, Yu Liu, Dawei Yan, Guoting Wei and Xizhe Xue
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1209	The Application of Remote Sensing Technology in Inland Water Quality Monitoring and Water Environment Science: Recent Progress and Perspectives by Lei Chen, Leizhen Liu, Shasha Liu, Zhenyu Shi and Chunhong Shi

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