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Citations	Article
209	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
199	Unmanned Aerial Vehicles for Search and Rescue: A Survey by Mingyang Lyu, Yibo Zhao, Chao Huang and Hailong Huang
166	Recent Advances in Crop Disease Detection Using UAV and Deep Learning Techniques by Tej Bahadur Shahi, Cheng-Yuan Xu, Arjun Neupane and William Guo
159	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	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
151	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
148	Comparison of Land Use Land Cover Classifiers Using Different Satellite Imagery and Machine Learning Techniques by Sana Basheer, Xiuquan Wang, Aitazaz A. Farooque, Rana Ali Nawaz, Kai Liu, Toyin Adekanmbi and Suqi Liu
130	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
117	Remote Sensing Object Detection in the Deep Learning Era—A Review by Shengxi Gui, Shuang Song, Rongjun Qin and Yang Tang
113	A Review of Spectral Indices for Mangrove Remote Sensing by Thuong V. Tran, Ruth Reef and Xuan Zhu

Citations	Article
117	Remote Sensing Object Detection in the Deep Learning Era—A Review by Shengxi Gui, Shuang Song, Rongjun Qin and Yang Tang
83	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
81	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
81	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
77	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
73	Flood Detection with SAR: A Review of Techniques and Datasets by Donato Amitrano, Gerardo Di Martino, Alessio Di Simone and Pasquale Imperatore
71	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
69	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
68	A Survey of Object Detection for UAVs Based on Deep Learning by Guangyi Tang, Jianjun Ni, Yonghao Zhao, Yang Gu and Weidong Cao
57	Deep Learning for Remote Sensing Image Scene Classification: A Review and Meta-Analysis by Aakash Thapa, Teerayut Horanont, Bipul Neupane and Jagannath Aryal

Citations	Article
32	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
27	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
23	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
19	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
18	A Low-Cost and Lightweight Real-Time Object-Detection Method Based on UAV Remote Sensing in Transportation Systems by Ziye Liu, Chen Chen, Ziqin Huang, Yoong Choon Chang, Lei Liu and Qingqi Pei
18	Infrared and Visible Image Fusion via Sparse Representation and Guided Filtering in Laplacian Pyramid Domain by Liangliang Li, Yan Shi, Ming Lv, Zhenhong Jia, Minqin Liu, Xiaobin Zhao, Xueyu Zhang and Hongbing Ma
18	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
17	Review of Satellite Remote Sensing of Carbon Dioxide Inversion and Assimilation by Kai Hu, Xinyan Feng, Qi Zhang, Pengfei Shao, Ziran Liu, Yao Xu, Shiqian Wang, Yuanyuan Wang, Han Wang, Li Di and Min Xia
16	Capsule Attention Network for Hyperspectral Image Classification by Nian Wang, Aitao Yang, Zhigao Cui, Yao Ding, Yuanliang Xue and Yanzhao Su
15	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

Citations	Article
10	Paddy Field Scale Evapotranspiration Estimation Based on Two-Source Energy Balance Model with Energy Flux Constraints and UAV Multimodal Data by Tian’ao Wu, Kaihua Liu, Minghan Cheng, Zhe Gu, Weihua Guo and Xiyun Jiao
8	An Approach for SAR Feature Reconfiguring Based on Periodic Phase Modulation with Inter-Pulse Time Bias by Liwen Zhu, Junjie Wang and Dejun Feng
8	DLNet: A Dual-Level Network with Self- and Cross-Attention for High-Resolution Remote Sensing Segmentation by Weijun Meng, Lianlei Shan, Sugang Ma, Dan Liu and Bin Hu
7	Toward Efficient UAV-Based Small Object Detection: A Lightweight Network with Enhanced Feature Fusion by Xingyu Di, Kangning Cui and Rui-Feng Wang
6	Estimating Aboveground Biomass and Carbon Sequestration in Afforestation Areas Using Optical/SAR Data Fusion and Machine Learning by Kashif Khan, Shahid Nawaz Khan, Anwar Ali, Muhammad Fahim Khokhar and Junaid Aziz Khan
6	An Improved YOLOv8-Based Lightweight Attention Mechanism for Cross-Scale Feature Fusion by Shaodong Liu, Faming Shao, Weijun Chu, Juying Dai and Heng Zhang
6	Spatio-Temporal Influences of Urban Land Cover Changes on Thermal-Based Environmental Criticality and Its Prediction Using CA-ANN Model over Kolkata (India) by Sayantani Bhattacharyya, Suman Sinha, Maya Kumari, Varun Narayan Mishra, Fahdah Falah Ben Hasher, Marta Szostak and Mohamed Zhran
6	PS-YOLO: A Lighter and Faster Network for UAV Object Detection by Han Zhong, Yan Zhang, Zhiguang Shi, Yu Zhang and Liang Zhao
5	Real-Time UAV Surveys with the Modular Detection and Targeting System: Balancing Wide-Area Coverage and High-Resolution Precision in Wildlife Monitoring by Ben Bartlett, Matheus Santos, Tom Dorian, Marco Moreno, Petar Trslic and Gerard Dooly
5	Soil Organic Carbon Assessment Using Remote-Sensing Data and Machine Learning: A Systematic Literature Review by Arthur A. J. Lima, Júlio Castro Lopes, Rui Pedro Lopes, Tomás de Figueiredo, Eva Vidal-Vázquez and Zulimar Hernández

Citations	Article
1433	A Spatial-Temporal Attention-Based Method and a New Dataset for Remote Sensing Image Change Detection by Hao Chen and Zhenwei Shi
1290	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
1181	Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network by Ying Li, Haokui Zhang and Qiang Shen
1131	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
1048	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
1029	Pansharpening by Convolutional Neural Networks by Giuseppe Masi, Davide Cozzolino, Luisa Verdoliva and Giuseppe Scarpa
1017	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
1013	A Non-Stationary 1981–2012 AVHRR NDVI_3g Time Series by Jorge E. Pinzon and Compton J. Tucker
946	Applications of Remote Sensing in Precision Agriculture: A Review by Rajendra P. Sishodia, Ram L. Ray and Sudhir K. Singh
886	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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21957	Flood Detection with SAR: A Review of Techniques and Datasets by Donato Amitrano, Gerardo Di Martino, Alessio Di Simone and Pasquale Imperatore
20350	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
19707	A Survey of Object Detection for UAVs Based on Deep Learning by Guangyi Tang, Jianjun Ni, Yonghao Zhao, Yang Gu and Weidong Cao
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16086	Large-Scale 3D Reconstruction from Multi-View Imagery: A Comprehensive Review by Haitao Luo, Jinming Zhang, Xiongfei Liu, Lili Zhang and Junyi Liu

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15260	Aboveground Biomass and Tree Mortality Revealed Through Multi-Scale LiDAR Analysis by Inacio T. Bueno, Carlos A. Silva, Kristina Anderson-Teixeira, Lukas Magee, Caiwang Zheng, Eben N. Broadbent, Angélica M. Almeyda Zambrano and Daniel J. Johnson
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13326	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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6947	Remote Sensing Object Detection in the Deep Learning Era—A Review by Shengxi Gui, Shuang Song, Rongjun Qin and Yang Tang
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