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#	Title	Journal	Year	Citations
1	AID: A Benchmark Data Set for Performance Evaluation of Aerial Scene Classification	IEEE Transactions on Geoscience and Remote Sensing	2017	1,439
2	The 30 m annual land cover dataset and its dynamics in China from 1990 to 2019	Earth System Science Data	2021	1,049
3	Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery	Remote Sensing	2015	986
4	Deep Learning Based Feature Selection for Remote Sensing Scene Classification	IEEE Geoscience and Remote Sensing Letters	2015	665
5	A comparative analysis of image fusion methods	IEEE Transactions on Geoscience and Remote Sensing	2005	663
6	Accurate Object Localization in Remote Sensing Images Based on Convolutional Neural Networks	IEEE Transactions on Geoscience and Remote Sensing	2017	560
7	Total-Variation-Regularized Low-Rank Matrix Factorization for Hyperspectral Image Restoration	IEEE Transactions on Geoscience and Remote Sensing	2016	493
8	Saliency-Guided Unsupervised Feature Learning for Scene Classification	IEEE Transactions on Geoscience and Remote Sensing	2015	463
9	Image super-resolution: The techniques, applications, and future	Signal Processing	2016	408
10	An SVM Ensemble Approach Combining Spectral, Structural, and Semantic Features for the Classification of High-Resolution Remotely Sensed Imagery	IEEE Transactions on Geoscience and Remote Sensing	2013	394
11	Detecting the dynamics of urban structure through spatial network analysis	International Journal of Geographical Information Science	2014	394
12	Boosting the Accuracy of Multispectral Image Pansharpening by Learning a Deep Residual Network	IEEE Geoscience and Remote Sensing Letters	2017	384
13	Measurements of POI-based mixed use and their relationships with neighbourhood vibrancy	International Journal of Geographical Information Science	2017	375
14	On Combining Multiple Features for Hyperspectral Remote Sensing Image Classification	IEEE Transactions on Geoscience and Remote Sensing	2012	373
15	Missing Information Reconstruction of Remote Sensing Data: A Technical Review	IEEE Geoscience and Remote Sensing Magazine	2015	366
16	Scene Classification via a Gradient Boosting Random Convolutional Network Framework	IEEE Transactions on Geoscience and Remote Sensing	2016	364
17	Hyperspectral Image Denoising Employing a Spatial–Spectral Deep Residual Convolutional Neural Network	IEEE Transactions on Geoscience and Remote Sensing	2019	341
18	Change Detection Based on Artificial Intelligence: State-of-the-Art and Challenges	Remote Sensing	2020	337
19	Potential of NPP-VIIRS Nighttime Light Imagery for Modeling the Regional Economy of China	Remote Sensing	2013	336
20	Optimization Method for Forecasting Confirmed Cases of COVID-19 in China	Journal of Clinical Medicine	2020	324
21	A new insight into land use classification based on aggregated mobile phone data	International Journal of Geographical Information Science	2014	322
22	A Comparison of Land Surface Water Mapping Using the Normalized Difference Water Index from TM, ETM+ and ALI	Remote Sensing	2013	321
23	Association between ambient fine particulate matter and preterm birth or term low birth weight: An updated systematic review and meta-analysis	Environmental Pollution	2017	321
24	Crustal Deformation in the India‐Eurasia Collision Zone From 25 Years of GPS Measurements	Journal of Geophysical Research: Solid Earth	2017	320
25	Bag-of-Visual-Words Scene Classifier With Local and Global Features for High Spatial Resolution Remote Sensing Imagery	IEEE Geoscience and Remote Sensing Letters	2016	303
26	Estimating Ground‐Level PM_2.5 by Fusing Satellite and Station Observations: A Geo‐Intelligent Deep Learning Approach	Geophysical Research Letters	2017	301
27	Visible and near-infrared reflectance spectroscopy—An alternative for monitoring soil contamination by heavy metals	Journal of Hazardous Materials	2014	283
28	3D Convolutional Neural Networks for Crop Classification with Multi-Temporal Remote Sensing Images	Remote Sensing	2018	275
29	A survey on vision-based UAV navigation	Geo-Spatial Information Science	2018	266
30	Feature Learning Using Spatial-Spectral Hypergraph Discriminant Analysis for Hyperspectral Image	IEEE Transactions on Cybernetics	2019	266
31	Mapping wetland changes in China between 1978 and 2008	Science Bulletin	2012	264
32	Pre-Trained AlexNet Architecture with Pyramid Pooling and Supervision for High Spatial Resolution Remote Sensing Image Scene Classification	Remote Sensing	2017	257
33	Classification of Hyperspectral Image Based on Double-Branch Dual-Attention Mechanism Network	Remote Sensing	2020	257
34	An Integrated Framework for the Spatio–Temporal–Spectral Fusion of Remote Sensing Images	IEEE Transactions on Geoscience and Remote Sensing	2016	255
35	A review of multimodal image matching: Methods and applications	Information Fusion	2021	254
36	Tensor Discriminative Locality Alignment for Hyperspectral Image Spectral–Spatial Feature Extraction	IEEE Transactions on Geoscience and Remote Sensing	2013	253
37	A Nonlocal Weighted Joint Sparse Representation Classification Method for Hyperspectral Imagery	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing	2014	251
38	Repeat-Pass SAR Interferometry With Partially Coherent Targets	IEEE Transactions on Geoscience and Remote Sensing	2012	246
39	A Discriminative Metric Learning Based Anomaly Detection Method	IEEE Transactions on Geoscience and Remote Sensing	2014	243
40	SAR Ship Detection Dataset (SSDD): Official Release and Comprehensive Data Analysis	Remote Sensing	2021	243
41	Slow Feature Analysis for Change Detection in Multispectral Imagery	IEEE Transactions on Geoscience and Remote Sensing	2014	241
42	Recovering Quantitative Remote Sensing Products Contaminated by Thick Clouds and Shadows Using Multitemporal Dictionary Learning	IEEE Transactions on Geoscience and Remote Sensing	2014	238
43	A MAP-Based Algorithm for Destriping and Inpainting of Remotely Sensed Images	IEEE Transactions on Geoscience and Remote Sensing	2009	228
44	Change Detection in Multisource VHR Images via Deep Siamese Convolutional Multiple-Layers Recurrent Neural Network	IEEE Transactions on Geoscience and Remote Sensing	2020	222
45	Temporal trends of surface urban heat islands and associated determinants in major Chinese cities	Science of the Total Environment	2017	216
46	Hyperspectral Image Denoising via Noise-Adjusted Iterative Low-Rank Matrix Approximation	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing	2015	214
47	Spectral-Spatial Unified Networks for Hyperspectral Image Classification	IEEE Transactions on Geoscience and Remote Sensing	2018	213
48	Coupling mobile phone and social media data: a new approach to understanding urban functions and diurnal patterns	International Journal of Geographical Information Science	2017	212
49	Weighted Feature Fusion of Convolutional Neural Network and Graph Attention Network for Hyperspectral Image Classification	IEEE Transactions on Image Processing	2022	212
50	An Adaptive Mean-Shift Analysis Approach for Object Extraction and Classification From Urban Hyperspectral Imagery	IEEE Transactions on Geoscience and Remote Sensing	2008	211

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