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Citations	Article
339	Unmanned Aerial Vehicles for Search and Rescue: A Survey by Mingyang Lyu, Yibo Zhao, Chao Huang and Hailong Huang
245	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
245	Remote Sensing Object Detection in the Deep Learning Era—A Review by Shengxi Gui, Shuang Song, Rongjun Qin and Yang Tang
198	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
182	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
182	A Survey of Object Detection for UAVs Based on Deep Learning by Guangyi Tang, Jianjun Ni, Yonghao Zhao, Yang Gu and Weidong Cao
176	A Review of Practical AI for Remote Sensing in Earth Sciences by Bhargavi Janga, Gokul Prathin Asamani, Ziheng Sun and Nicoleta Cristea
171	Flood Detection with SAR: A Review of Techniques and Datasets by Donato Amitrano, Gerardo Di Martino, Alessio Di Simone and Pasquale Imperatore
154	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
150	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
198	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
154	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
135	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
128	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
93	Spectral-Spatial Mamba for Hyperspectral Image Classification by Lingbo Huang, Yushi Chen and Xin He
85	Remote Sensing and Geospatial Analysis in the Big Data Era: A Survey by Elias Dritsas and Maria Trigka
83	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
74	A Review of Computer Vision-Based Crack Detection Methods in Civil Infrastructure: Progress and Challenges by Qi Yuan, Yufeng Shi and Mingyue Li
73	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
67	A Small-Object Detection Model Based on Improved YOLOv8s for UAV Image Scenarios by Jianjun Ni, Shengjie Zhu, Guangyi Tang, Chunyan Ke and Tingting Wang

Citations	Article
44	Succulent-YOLO: Smart UAV-Assisted Succulent Farmland Monitoring with CLIP-Based YOLOv10 and Mamba Computer Vision by Hui Li, Fan Zhao, Feng Xue, Jiaqi Wang, Yongying Liu, Yijia Chen, Qingyang Wu, Jianghan Tao, Guocheng Zhang, Dianhan Xi, Jundong Chen and Hill Hiroki Kobayashi
38	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
27	Toward Efficient UAV-Based Small Object Detection: A Lightweight Network with Enhanced Feature Fusion by Xingyu Di, Kangning Cui and Rui-Feng Wang
22	Physically Based and Data-Driven Models for Landslide Susceptibility Assessment: Principles, Applications, and Challenges by Chenzuo Ye, Hao Wu, Takashi Oguchi, Yuting Tang, Xiangjun Pei and Yufeng Wu
20	Digital Twin Technology for Urban Flood Risk Management: A Systematic Review of Remote Sensing Applications and Early Warning Systems by Mohammed Hlal, Jean-Claude Baraka Munyaka, Jérôme Chenal, Rida Azmi, El Bachir Diop, Mariem Bounabi, Seyid Abdellahi Ebnou Abdem, Mohamed Adou Sidi Almouctar and Meriem Adraoui
19	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
18	SMA-YOLO: An Improved YOLOv8 Algorithm Based on Parameter-Free Attention Mechanism and Multi-Scale Feature Fusion for Small Object Detection in UAV Images by Shenming Qu, Chaoxu Dang, Wangyou Chen and Yanhong Liu
18	SRTSOD-YOLO: Stronger Real-Time Small Object Detection Algorithm Based on Improved YOLO11 for UAV Imageries by Zechao Xu, Huaici Zhao, Pengfei Liu, Liyong Wang, Guilong Zhang and Yuan Chai
17	Effects of the October 2024 Storm over the Global Ionosphere by Krishnendu Sekhar Paul, Haris Haralambous, Mefe Moses and Sharad C. Tripathi
16	ELNet: An Efficient and Lightweight Network for Small Object Detection in UAV Imagery by Hui Li, Jianbo Ma and Jianlin Zhang

Citations	Article
13	Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook by Muyi Bao, Shuchang Lyu, Zhaoyang Xu, Huiyu Zhou, Jinchang Ren, Shiming Xiang, Xiangtai Li and Guangliang Cheng
11	Diffusion-Enhanced Underwater Debris Detection via Improved YOLOv12n Framework by Jianghan Tao, Fan Zhao, Yijia Chen, Yongying Liu, Feng Xue, Jian Song, Hao Wu, Jundong Chen, Peiran Li and Nan Xu
10	TAF-YOLO: A Small-Object Detection Network for UAV Aerial Imagery via Visible and Infrared Adaptive Fusion by Zhanhong Zhuo, Ruitao Lu, Yongxiang Yao, Siyu Wang, Zhi Zheng, Jing Zhang and Xiaogang Yang
8	Optical and SAR Image Fusion: A Review of Theories, Methods, and Applications by Ruyi Zhang, Yi Yang, Zhuoxuan Li, Peixuan Li and Haipeng Wang
8	Remote Sensing in Mining-Related Eco-Environmental Monitoring and Assessment by He Ren, Yanling Zhao and Tingting He
8	A Ship Incremental Recognition Framework via Unknown Extraction and Joint Optimization Learning by Yugao Li, Guangzhen Bao, Jianming Hu, Xiyang Zhi, Tianyi Hu, Junjie Wang and Wenbo Wu
8	MISA-Net: Multi-Scale Interaction and Supervised Attention Network for Remote-Sensing Image Change Detection by Haoyu Yin, Junzhe Wang, Shengyan Liu, Yuqi Wang, Yi Liu, Tengyue Guo and Min Xia
7	TiBT-Net: A High-Resolution Remote Sensing Image Change Detection Network Integrating Bi-Temporal Space Enhancement and Token Interaction by Yihua Ni, Shengyan Liu, Tengyue Guo and Min Xia
6	A Review of Cross-Modal Image–Text Retrieval in Remote Sensing by Lingxin Xu, Luyao Wang, Jinzhi Zhang, Da Ha and Haisu Zhang
6	FANet: Frequency-Aware Attention-Based Tiny-Object Detection in Remote Sensing Images by Zixiao Wen, Peifeng Li, Yuhan Liu, Jingming Chen, Xiantai Xiang, Yuan Li, Huixian Wang, Yongchao Zhao and Guangyao Zhou

Citations	Article
1867	A Spatial-Temporal Attention-Based Method and a New Dataset for Remote Sensing Image Change Detection by Hao Chen and Zhenwei Shi
1545	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
1298	Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network by Ying Li, Haokui Zhang and Qiang Shen
1278	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
1258	Applications of Remote Sensing in Precision Agriculture: A Review by Rajendra P. Sishodia, Ram L. Ray and Sudhir K. Singh
1177	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
1173	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
1171	Pansharpening by Convolutional Neural Networks by Giuseppe Masi, Davide Cozzolino, Luisa Verdoliva and Giuseppe Scarpa
1159	Recent Advances of Hyperspectral Imaging Technology and Applications in Agriculture by Bing Lu, Phuong D. Dao, Jiangui Liu, Yuhong He and Jiali Shang
1070	A Non-Stationary 1981–2012 AVHRR NDVI_3g Time Series by Jorge E. Pinzon and Compton J. Tucker

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47326	Unmanned Aerial Vehicles for Search and Rescue: A Survey by Mingyang Lyu, Yibo Zhao, Chao Huang and Hailong Huang
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38227	SDFSD-v1.0: A Sub-Meter SAR Dataset for Fine-Grained Ship Detection by Peixin Cai, Bingxin Liu, Peilin Wang, Peng Liu, Yu Yuan, Xinhao Li, Peng Chen and Ying Li
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32747	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
31837	Learn from Simulations, Adapt to Observations: Super-Resolution of Isoprene Emissions via Unpaired Domain Adaptation by Antonio Giganti, Sara Mandelli, Paolo Bestagini and Stefano Tubaro
31676	Ionospheric Absorption Variation Based on Ionosonde and Riometer Data and the NOAA D-RAP Model over Europe During Intense Solar Flares in September 2017 by Veronika Barta, Tamás Bozóki, Dávid Péter Süle, Daniel Kouba, Jens Mielich, Tero Raita and Attila Buzás
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24914	Harmonized Landsat and Sentinel-2 Data with Google Earth Engine by Elias Fernando Berra, Denise Cybis Fontana, Feng Yin and Fabio Marcelo Breunig
24693	Unmanned Aerial Geophysical Remote Sensing: A Systematic Review by Farzaneh Dadrass Javan, Farhad Samadzadegan, Ahmad Toosi and Mark van der Meijde
22594	Digital Twin of Space Environment: Development, Challenges, Applications, and Future Outlook by Wei Liu, Mengwei Wu, Gang Wan and Minyi Xu
22428	A Review of Computer Vision-Based Crack Detection Methods in Civil Infrastructure: Progress and Challenges by Qi Yuan, Yufeng Shi and Mingyue Li

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12758	Digital Twin Technology for Urban Flood Risk Management: A Systematic Review of Remote Sensing Applications and Early Warning Systems by Mohammed Hlal, Jean-Claude Baraka Munyaka, Jérôme Chenal, Rida Azmi, El Bachir Diop, Mariem Bounabi, Seyid Abdellahi Ebnou Abdem, Mohamed Adou Sidi Almouctar and Meriem Adraoui
10792	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
10072	Assessment of the October 2024 Cut-Off Low Event Floods Impact in Valencia (Spain) with Satellite and Geospatial Data by Ignacio Castro-Melgar, Triantafyllos Falaras, Eleftheria Basiou and Issaak Parcharidis
9094	Temporal Analysis of Reservoirs, Lakes, and Rivers in the Euphrates–Tigris Basin from Multi-Sensor Data Between 2018 and 2022 by Omer Gokberk Narin, Roderik Lindenbergh and Saygin Abdikan
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10162	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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6257	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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1810	Digital Twin Technology for Urban Flood Risk Management: A Systematic Review of Remote Sensing Applications and Early Warning Systems by Mohammed Hlal, Jean-Claude Baraka Munyaka, Jérôme Chenal, Rida Azmi, El Bachir Diop, Mariem Bounabi, Seyid Abdellahi Ebnou Abdem, Mohamed Adou Sidi Almouctar and Meriem Adraoui
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