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Citations	Article
325	Unmanned Aerial Vehicles for Search and Rescue: A Survey by Mingyang Lyu, Yibo Zhao, Chao Huang and Hailong Huang
262	Recent Advances in Crop Disease Detection Using UAV and Deep Learning Techniques by Tej Bahadur Shahi, Cheng-Yuan Xu, Arjun Neupane and William Guo
233	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
228	Remote Sensing Object Detection in the Deep Learning Era—A Review by Shengxi Gui, Shuang Song, Rongjun Qin and Yang Tang
190	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
173	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
168	A Review of Practical AI for Remote Sensing in Earth Sciences by Bhargavi Janga, Gokul Prathin Asamani, Ziheng Sun and Nicoleta Cristea
158	A Survey of Object Detection for UAVs Based on Deep Learning by Guangyi Tang, Jianjun Ni, Yonghao Zhao, Yang Gu and Weidong Cao
154	Flood Detection with SAR: A Review of Techniques and Datasets by Donato Amitrano, Gerardo Di Martino, Alessio Di Simone and Pasquale Imperatore
145	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
190	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
142	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
117	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
116	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
86	Spectral-Spatial Mamba for Hyperspectral Image Classification by Lingbo Huang, Yushi Chen and Xin He
81	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	Remote Sensing and Geospatial Analysis in the Big Data Era: A Survey by Elias Dritsas and Maria Trigka
66	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
66	A Review of Computer Vision-Based Crack Detection Methods in Civil Infrastructure: Progress and Challenges by Qi Yuan, Yufeng Shi and Mingyue Li
64	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
36	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
30	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
28	Oriented SAR Ship Detection Based on Edge Deformable Convolution and Point Set Representation by Tianyue Guan, Sheng Chang, Yunkai Deng, Fengli Xue, Chunle Wang and Xiaoxue Jia
27	PS-YOLO: A Lighter and Faster Network for UAV Object Detection by Han Zhong, Yan Zhang, Zhiguang Shi, Yu Zhang and Liang Zhao
24	Toward Efficient UAV-Based Small Object Detection: A Lightweight Network with Enhanced Feature Fusion by Xingyu Di, Kangning Cui and Rui-Feng Wang
22	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
22	DAU-YOLO: A Lightweight and Effective Method for Small Object Detection in UAV Images by Zeyu Wan, Yizhou Lan, Zhuodong Xu, Ke Shang and Feizhou Zhang
22	A Review of Machine Learning Applications in Ocean Color Remote Sensing by Zhenhua Zhang, Peng Chen, Siqi Zhang, Haiqing Huang, Yuliang Pan and Delu Pan
20	LS-MambaNet: Integrating Large Strip Convolution and Mamba Network for Remote Sensing Object Detection by Lingyu Yan, Zijian He, Zhiqi Zhang and Guangqi Xie
17	SEMA-YOLO: Lightweight Small Object Detection in Remote Sensing Image via Shallow-Layer Enhancement and Multi-Scale Adaptation by Zhenchuan Wu, Hang Zhen, Xiaoxinxi Zhang, Xuechen Bai and Xinghua Li

Citations	Article
7	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
6	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
6	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
5	Infrared-Visible Image Fusion Meets Object Detection: Towards Unified Optimization for Multimodal Perception by Xiantai Xiang, Guangyao Zhou, Ben Niu, Zongxu Pan, Lijia Huang, Wenshuai Li, Zixiao Wen, Jiamin Qi and Wanxin Gao
5	A Review of Artificial Intelligence and Remote Sensing for Marine Oil Spill Detection, Classification, and Thickness Estimation by Shaokang Dong, Jiangfan Feng, Zhujun Gu, Kuan Yin and Ying Long
5	A Multi-Sensor Machine Learning Framework for Field-Scale Soil Salinity Mapping Under Data-Scarce Conditions by Joyce Mongai Chindong, Jamal-Eddine Ouzemou, Ahmed Laamrani, Ali El Battay, Soufiane Hajaj, Hassan Rhinane and Abdelghani Chehbouni
5	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
5	Optical and SAR Image Fusion: A Review of Theories, Methods, and Applications by Ruyi Zhang, Yi Yang, Zhuoxuan Li, Peixuan Li and Haipeng Wang
4	Satellite-Derived Approaches for Coal Mine Methane Estimation: A Review by Akshansha Chauhan and Simit Raval
4	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

Citations	Article
1824	A Spatial-Temporal Attention-Based Method and a New Dataset for Remote Sensing Image Change Detection by Hao Chen and Zhenwei Shi
1517	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
1283	Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network by Ying Li, Haokui Zhang and Qiang Shen
1240	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
1231	Applications of Remote Sensing in Precision Agriculture: A Review by Rajendra P. Sishodia, Ram L. Ray and Sudhir K. Singh
1169	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
1163	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
1147	Pansharpening by Convolutional Neural Networks by Giuseppe Masi, Davide Cozzolino, Luisa Verdoliva and Giuseppe Scarpa
1140	Recent Advances of Hyperspectral Imaging Technology and Applications in Agriculture by Bing Lu, Phuong D. Dao, Jiangui Liu, Yuhong He and Jiali Shang
1060	A Non-Stationary 1981–2012 AVHRR NDVI_3g Time Series by Jorge E. Pinzon and Compton J. Tucker

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36062	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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31617	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
28680	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
28559	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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23774	Harmonized Landsat and Sentinel-2 Data with Google Earth Engine by Elias Fernando Berra, Denise Cybis Fontana, Feng Yin and Fabio Marcelo Breunig
23725	Unmanned Aerial Geophysical Remote Sensing: A Systematic Review by Farzaneh Dadrass Javan, Farhad Samadzadegan, Ahmad Toosi and Mark van der Meijde
21750	Digital Twin of Space Environment: Development, Challenges, Applications, and Future Outlook by Wei Liu, Mengwei Wu, Gang Wan and Minyi Xu
21732	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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11675	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
9938	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
9596	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
8326	A UAV-Based Multi-Scenario RGB-Thermal Dataset and Fusion Model for Enhanced Forest Fire Detection by Yalin Zhang, Xue Rui and Weiguo Song
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9590	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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6021	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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1124	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

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825	Optical and SAR Image Fusion: A Review of Theories, Methods, and Applications by Ruyi Zhang, Yi Yang, Zhuoxuan Li, Peixuan Li and Haipeng Wang
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