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#	Title	Journal	Year	Citations
1	Graph Convolutional Networks for Hyperspectral Image Classification	IEEE Transactions on Geoscience and Remote Sensing	2021	974
2	More Diverse Means Better: Multimodal Deep Learning Meets Remote-Sensing Imagery Classification	IEEE Transactions on Geoscience and Remote Sensing	2021	781
3	SpectralFormer: Rethinking Hyperspectral Image Classification With Transformers	IEEE Transactions on Geoscience and Remote Sensing	2022	414
4	Drought and flood monitoring for a large karst plateau in Southwest China using extended GRACE data	Remote Sensing of Environment	2014	321
5	Technologies and perspectives for achieving carbon neutrality	Innovation(China)	2021	306
6	A SAR Dataset of Ship Detection for Deep Learning under Complex Backgrounds	Remote Sensing	2019	291
7	Remote sensing of the terrestrial carbon cycle: A review of advances over 50 years	Remote Sensing of Environment	2019	276
8	Comparison of soil moisture in GLDAS model simulations and in situ observations over the Tibetan Plateau	Journal of Geophysical Research D: Atmospheres	2016	183
9	Automatic Ship Detection Based on RetinaNet Using Multi-Resolution Gaofen-3 Imagery	Remote Sensing	2019	181
10	A Deep Learning-Based Approach for Automated Yellow Rust Disease Detection from High-Resolution Hyperspectral UAV Images	Remote Sensing	2019	168
11	Directly estimating diurnal changes in GPP for C3 and C4 crops using far-red sun-induced chlorophyll fluorescence	Agricultural and Forest Meteorology	2017	160
12	Interpretable Hyperspectral Artificial Intelligence: When nonconvex modeling meets hyperspectral remote sensing	IEEE Geoscience and Remote Sensing Magazine	2021	157
13	Improved estimate of global gross primary production for reproducing its long-term variation, 1982–2017	Earth System Science Data	2020	156
14	Semantic Segmentation of Urban Buildings from VHR Remote Sensing Imagery Using a Deep Convolutional Neural Network	Remote Sensing	2019	146
15	Semantic Segmentation for High Spatial Resolution Remote Sensing Images Based on Convolution Neural Network and Pyramid Pooling Module	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing	2018	132
16	Landslide susceptibility mapping using multiscale sampling strategy and convolutional neural network: A case study in Jiuzhaigou region	Catena	2020	123
17	Hyperspectral Image Classification—Traditional to Deep Models: A Survey for Future Prospects	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing	2022	123
18	The global distribution of leaf chlorophyll content	Remote Sensing of Environment	2020	122
19	Convolutional Neural Networks for Multimodal Remote Sensing Data Classification	IEEE Transactions on Geoscience and Remote Sensing	2022	122
20	The response of lake area and vegetation cover variations to climate change over the Qinghai-Tibetan Plateau during the past 30 years	Science of the Total Environment	2018	119
21	Assessment of climate impact on vegetation dynamics over East Africa from 1982 to 2015	Scientific Reports	2019	116
22	Spectral Superresolution of Multispectral Imagery With Joint Sparse and Low-Rank Learning	IEEE Transactions on Geoscience and Remote Sensing	2021	114
23	New Spectral Index for Detecting Wheat Yellow Rust Using Sentinel-2 Multispectral Imagery	Sensors	2018	110
24	Downscaling of solar-induced chlorophyll fluorescence from canopy level to photosystem level using a random forest model	Remote Sensing of Environment	2019	109
25	Earth observation big data for climate change research	Advances in Climate Change Research	2015	108
26	Aerosol remote sensing in polar regions	Earth-Science Reviews	2015	106
27	Retrieval of global terrestrial solar-induced chlorophyll fluorescence from TanSat satellite	Science Bulletin	2018	106
28	Estimation and trend detection of water storage at Nam Co Lake, central Tibetan Plateau	Journal of Hydrology	2011	103
29	Surface deformation detected by ALOS PALSAR small baseline SAR interferometry over permafrost environment of Beiluhe section, Tibet Plateau, China	Remote Sensing of Environment	2013	103
30	Building Extraction from High-Resolution Aerial Imagery Using a Generative Adversarial Network with Spatial and Channel Attention Mechanisms	Remote Sensing	2019	103
31	Coupled Convolutional Neural Network With Adaptive Response Function Learning for Unsupervised Hyperspectral Super Resolution	IEEE Transactions on Geoscience and Remote Sensing	2021	103
32	Evaporation variability of Nam Co Lake in the Tibetan Plateau and its role in recent rapid lake expansion	Journal of Hydrology	2016	102
33	An overview of satellite synthetic aperture radar remote sensing in archaeology: From site detection to monitoring	Journal of Cultural Heritage	2017	102
34	Multi-Temporal SAR Data Large-Scale Crop Mapping Based on U-Net Model	Remote Sensing	2019	102
35	Climate Contributions to Vegetation Variations in Central Asian Drylands: Pre- and Post-USSR Collapse	Remote Sensing	2015	100
36	Long-term groundwater storage variations estimated in the Songhua River Basin by using GRACE products, land surface models, and in-situ observations	Science of the Total Environment	2019	100
37	Comparison of surface and canopy urban heat islands within megacities of eastern China	ISPRS Journal of Photogrammetry and Remote Sensing	2019	98
38	Retrieval of crop biophysical parameters from Sentinel-2 remote sensing imagery	International Journal of Applied Earth Observation and Geoinformation	2019	98
39	Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing	IEEE Transactions on Neural Networks and Learning Systems	2022	98
40	Spring green-up phenology products derived from MODIS NDVI and EVI: Intercomparison, interpretation and validation using National Phenology Network and AmeriFlux observations	Ecological Indicators	2017	97
41	Annual 30 m dataset for glacial lakes in High Mountain Asia from 2008 to 2017	Earth System Science Data	2021	97
42	Object-Based Crop Classification with Landsat-MODIS Enhanced Time-Series Data	Remote Sensing	2015	94
43	Retrieving leaf chlorophyll content using a matrix-based vegetation index combination approach	Remote Sensing of Environment	2019	94
44	Subspace-Based Support Vector Machines for Hyperspectral Image Classification	IEEE Geoscience and Remote Sensing Letters	2015	93
45	Fusion of airborne LiDAR data and hyperspectral imagery for aboveground and belowground forest biomass estimation	Ecological Indicators	2017	93
46	Snow cover phenology affects alpine vegetation growth dynamics on the Tibetan Plateau: Satellite observed evidence, impacts of different biomes, and climate drivers	Agricultural and Forest Meteorology	2018	92
47	Exploring thermal comfort of urban buildings based on local climate zones	Journal of Cleaner Production	2022	92
48	Estimation of wetland vegetation height and leaf area index using airborne laser scanning data	Ecological Indicators	2015	90
49	Operational Flood Detection Using Sentinel-1 SAR Data over Large Areas	Water (Switzerland)	2019	88
50	Wheat Yellow Rust Detection Using UAV-Based Hyperspectral Technology	Remote Sensing	2021	87

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