| # | Title | Journal | Year | Citations |
|---|
| 1 | Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery | Remote Sensing | 2015 | 949 |
| 2 | A Non-Stationary 1981–2012 AVHRR NDVI3g Time Series | Remote Sensing | 2014 | 894 |
| 3 | Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network | Remote Sensing | 2017 | 833 |
| 4 | Global Data Sets of Vegetation Leaf Area Index (LAI)3g and Fraction of Photosynthetically Active Radiation (FPAR)3g Derived from Global Inventory Modeling and Mapping Studies (GIMMS) Normalized Difference Vegetation Index (NDVI3g) for the Period 1981 to 2011 | Remote Sensing | 2013 | 748 |
| 5 | Hyperspectral Imaging: A Review on UAV-Based Sensors, Data Processing and Applications for Agriculture and Forestry | Remote Sensing | 2017 | 748 |
| 6 | An Easy-to-Use Airborne LiDAR Data Filtering Method Based on Cloth Simulation | Remote Sensing | 2016 | 723 |
| 7 | Pansharpening by Convolutional Neural Networks | Remote Sensing | 2016 | 719 |
| 8 | Unmanned Aircraft Systems in Remote Sensing and Scientific Research: Classification and Considerations of Use | Remote Sensing | 2012 | 675 |
| 9 | Advances in Remote Sensing of Agriculture: Context Description, Existing Operational Monitoring Systems and Major Information Needs | Remote Sensing | 2013 | 641 |
| 10 | First Experience with Sentinel-2 Data for Crop and Tree Species Classifications in Central Europe | Remote Sensing | 2016 | 626 |
| 11 | A Spatial-Temporal Attention-Based Method and a New Dataset for Remote Sensing Image Change Detection | Remote Sensing | 2020 | 605 |
| 12 | Reconstructing Three Decades of Land Use and Land Cover Changes in Brazilian Biomes with Landsat Archive and Earth Engine | Remote Sensing | 2020 | 589 |
| 13 | Tree Species Classification with Random Forest Using Very High Spatial Resolution 8-Band WorldView-2 Satellite Data | Remote Sensing | 2012 | 582 |
| 14 | Using Unmanned Aerial Vehicles (UAV) for High-Resolution Reconstruction of Topography: The Structure from Motion Approach on Coastal Environments | Remote Sensing | 2013 | 578 |
| 15 | An Automated Technique for Generating Georectified Mosaics from Ultra-High Resolution Unmanned Aerial Vehicle (UAV) Imagery, Based on Structure from Motion (SfM) Point Clouds | Remote Sensing | 2012 | 563 |
| 16 | Land Surface Temperature Retrieval from Landsat 8 TIRS—Comparison between Radiative Transfer Equation-Based Method, Split Window Algorithm and Single Channel Method | Remote Sensing | 2014 | 562 |
| 17 | Heritage Recording and 3D Modeling with Photogrammetry and 3D Scanning | Remote Sensing | 2011 | 556 |
| 18 | The EnMAP Spaceborne Imaging Spectroscopy Mission for Earth Observation | Remote Sensing | 2015 | 529 |
| 19 | Fast Automatic Precision Tree Models from Terrestrial Laser Scanner Data | Remote Sensing | 2013 | 528 |
| 20 | Land-Use Land-Cover Classification by Machine Learning Classifiers for Satellite Observations—A Review | Remote Sensing | 2020 | 521 |
| 21 | Evaluating Multispectral Images and Vegetation Indices for Precision Farming Applications from UAV Images | Remote Sensing | 2015 | 515 |
| 22 | Development of a UAV-LiDAR System with Application to Forest Inventory | Remote Sensing | 2012 | 511 |
| 23 | Estimating Biomass of Barley Using Crop Surface Models (CSMs) Derived from UAV-Based RGB Imaging | Remote Sensing | 2014 | 496 |
| 24 | Assessing the Accuracy of Georeferenced Point Clouds Produced via Multi-View Stereopsis from Unmanned Aerial Vehicle (UAV) Imagery | Remote Sensing | 2012 | 491 |
| 25 | Remote Sensing of Mangrove Ecosystems: A Review | Remote Sensing | 2011 | 490 |
| 26 | Water Bodies’ Mapping from Sentinel-2 Imagery with Modified Normalized Difference Water Index at 10-m Spatial Resolution Produced by Sharpening the SWIR Band | Remote Sensing | 2016 | 486 |
| 27 | Evaluation of Different Machine Learning Methods and Deep-Learning Convolutional Neural Networks for Landslide Detection | Remote Sensing | 2019 | 485 |
| 28 | Evaluating the Ability of NPP-VIIRS Nighttime Light Data to Estimate the Gross Domestic Product and the Electric Power Consumption of China at Multiple Scales: A Comparison with DMSP-OLS Data | Remote Sensing | 2014 | 481 |
| 29 | Water Feature Extraction and Change Detection Using Multitemporal Landsat Imagery | Remote Sensing | 2014 | 480 |
| 30 | Satellite Remote Sensing of Surface Urban Heat Islands: Progress, Challenges, and Perspectives | Remote Sensing | 2019 | 464 |
| 31 | Urban Heat Island Analysis Using the Landsat TM Data and ASTER Data: A Case Study in Hong Kong | Remote Sensing | 2011 | 463 |
| 32 | Sensor Capability and Atmospheric Correction in Ocean Colour Remote Sensing | Remote Sensing | 2016 | 463 |
| 33 | A Review of the Application of Optical and Radar Remote Sensing Data Fusion to Land Use Mapping and Monitoring | Remote Sensing | 2016 | 459 |
| 34 | Intercomparison of UAV, Aircraft and Satellite Remote Sensing Platforms for Precision Viticulture | Remote Sensing | 2015 | 455 |
| 35 | Satellite Based Mapping of Ground PM2.5 Concentration Using Generalized Additive Modeling | Remote Sensing | 2017 | 451 |
| 36 | End-to-End Change Detection for High Resolution Satellite Images Using Improved UNet++ | Remote Sensing | 2019 | 435 |
| 37 | On the Use of Unmanned Aerial Systems for Environmental Monitoring | Remote Sensing | 2018 | 433 |
| 38 | Ground Filtering Algorithms for Airborne LiDAR Data: A Review of Critical Issues | Remote Sensing | 2010 | 429 |
| 39 | Automatic Ship Detection in Remote Sensing Images from Google Earth of Complex Scenes Based on Multiscale Rotation Dense Feature Pyramid Networks | Remote Sensing | 2018 | 427 |
| 40 | The Global Mangrove Watch—A New 2010 Global Baseline of Mangrove Extent | Remote Sensing | 2018 | 414 |
| 41 | Extreme Wave Height Events in NW Spain: A Combined Multi-Sensor and Model Approach | Remote Sensing | 2018 | 403 |
| 42 | Google Earth Engine Applications Since Inception: Usage, Trends, and Potential | Remote Sensing | 2018 | 402 |
| 43 | On the Importance of Training Data Sample Selection in Random Forest Image Classification: A Case Study in Peatland Ecosystem Mapping | Remote Sensing | 2015 | 398 |
| 44 | A Global Analysis of Sentinel-2A, Sentinel-2B and Landsat-8 Data Revisit Intervals and Implications for Terrestrial Monitoring | Remote Sensing | 2017 | 398 |
| 45 | Unmanned Aerial Vehicle (UAV) for Monitoring Soil Erosion in Morocco | Remote Sensing | 2012 | 397 |
| 46 | Processing and Assessment of Spectrometric, Stereoscopic Imagery Collected Using a Lightweight UAV Spectral Camera for Precision Agriculture | Remote Sensing | 2013 | 392 |
| 47 | Sky-View Factor as a Relief Visualization Technique | Remote Sensing | 2011 | 390 |
| 48 | UAV Remote Sensing for Urban Vegetation Mapping Using Random Forest and Texture Analysis | Remote Sensing | 2015 | 388 |
| 49 | Applicability of Green-Red Vegetation Index for Remote Sensing of Vegetation Phenology | Remote Sensing | 2010 | 387 |
| 50 | Copernicus Global Land Cover Layers—Collection 2 | Remote Sensing | 2020 | 382 |
