# | Title | Journal | Year | Citations |
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1 | AID: A Benchmark Data Set for Performance Evaluation of Aerial Scene Classification | IEEE Transactions on Geoscience and Remote Sensing | 2017 | 1,439 |
2 | Finer resolution observation and monitoring of global land cover: first mapping results with Landsat TM and ETM+ data | International Journal of Remote Sensing | 2013 | 1,319 |
3 | A Unified Framework for Street-View Panorama Stitching | Sensors | 2017 | 1,258 |
4 | The 30 m annual land cover dataset and its dynamics in China from 1990 to 2019 | Earth System Science Data | 2021 | 1,049 |
5 | Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery | Remote Sensing | 2015 | 986 |
6 | Deep Learning Based Feature Selection for Remote Sensing Scene Classification | IEEE Geoscience and Remote Sensing Letters | 2015 | 665 |
7 | A comparative analysis of image fusion methods | IEEE Transactions on Geoscience and Remote Sensing | 2005 | 663 |
8 | 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 | 605 |
9 | Accurate Object Localization in Remote Sensing Images Based on Convolutional Neural Networks | IEEE Transactions on Geoscience and Remote Sensing | 2017 | 560 |
10 | End-to-End Change Detection for High Resolution Satellite Images Using Improved UNet++ | Remote Sensing | 2019 | 515 |
11 | Total-Variation-Regularized Low-Rank Matrix Factorization for Hyperspectral Image Restoration | IEEE Transactions on Geoscience and Remote Sensing | 2016 | 493 |
12 | Saliency-Guided Unsupervised Feature Learning for Scene Classification | IEEE Transactions on Geoscience and Remote Sensing | 2015 | 463 |
13 | A Multiscale and Multidepth Convolutional Neural Network for Remote Sensing Imagery Pan-Sharpening | IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing | 2018 | 411 |
14 | Image super-resolution: The techniques, applications, and future | Signal Processing | 2016 | 408 |
15 | A hybrid model for spatiotemporal forecasting of PM2.5 based on graph convolutional neural network and long short-term memory | Science of the Total Environment | 2019 | 401 |
16 | 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 |
17 | Detecting the dynamics of urban structure through spatial network analysis | International Journal of Geographical Information Science | 2014 | 394 |
18 | Boosting the Accuracy of Multispectral Image Pansharpening by Learning a Deep Residual Network | IEEE Geoscience and Remote Sensing Letters | 2017 | 384 |
19 | Measurements of POI-based mixed use and their relationships with neighbourhood vibrancy | International Journal of Geographical Information Science | 2017 | 375 |
20 | On Combining Multiple Features for Hyperspectral Remote Sensing Image Classification | IEEE Transactions on Geoscience and Remote Sensing | 2012 | 373 |
21 | Missing Information Reconstruction of Remote Sensing Data: A Technical Review | IEEE Geoscience and Remote Sensing Magazine | 2015 | 366 |
22 | Scene Classification via a Gradient Boosting Random Convolutional Network Framework | IEEE Transactions on Geoscience and Remote Sensing | 2016 | 364 |
23 | Hyperspectral Image Denoising Employing a Spatial–Spectral Deep Residual Convolutional Neural Network | IEEE Transactions on Geoscience and Remote Sensing | 2019 | 341 |
24 | Change Detection Based on Artificial Intelligence: State-of-the-Art and Challenges | Remote Sensing | 2020 | 337 |
25 | Potential of NPP-VIIRS Nighttime Light Imagery for Modeling the Regional Economy of China | Remote Sensing | 2013 | 336 |
26 | Optimization Method for Forecasting Confirmed Cases of COVID-19 in China | Journal of Clinical Medicine | 2020 | 324 |
27 | A new insight into land use classification based on aggregated mobile phone data | International Journal of Geographical Information Science | 2014 | 322 |
28 | Unsupervised Spectral–Spatial Feature Learning With Stacked Sparse Autoencoder for Hyperspectral Imagery Classification | IEEE Geoscience and Remote Sensing Letters | 2015 | 322 |
29 | A Comparison of Land Surface Water Mapping Using the Normalized Difference Water Index from TM, ETM+ and ALI | Remote Sensing | 2013 | 321 |
30 | 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 |
31 | 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 |
32 | Estimating Ground‐Level PM2.5 by Fusing Satellite and Station Observations: A Geo‐Intelligent Deep Learning Approach | Geophysical Research Letters | 2017 | 301 |
33 | Text-Attentional Convolutional Neural Network for Scene Text Detection | IEEE Transactions on Image Processing | 2016 | 276 |
34 | 3D Convolutional Neural Networks for Crop Classification with Multi-Temporal Remote Sensing Images | Remote Sensing | 2018 | 275 |
35 | A survey on vision-based UAV navigation | Geo-Spatial Information Science | 2018 | 266 |
36 | Feature Learning Using Spatial-Spectral Hypergraph Discriminant Analysis for Hyperspectral Image | IEEE Transactions on Cybernetics | 2019 | 266 |
37 | Remote Sensing Image Fusion With Deep Convolutional Neural Network | IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing | 2018 | 262 |
38 | Pre-Trained AlexNet Architecture with Pyramid Pooling and Supervision for High Spatial Resolution Remote Sensing Image Scene Classification | Remote Sensing | 2017 | 257 |
39 | Classification of Hyperspectral Image Based on Double-Branch Dual-Attention Mechanism Network | Remote Sensing | 2020 | 257 |
40 | An Integrated Framework for the Spatio–Temporal–Spectral Fusion of Remote Sensing Images | IEEE Transactions on Geoscience and Remote Sensing | 2016 | 255 |
41 | A review of multimodal image matching: Methods and applications | Information Fusion | 2021 | 254 |
42 | Tensor Discriminative Locality Alignment for Hyperspectral Image Spectral–Spatial Feature Extraction | IEEE Transactions on Geoscience and Remote Sensing | 2013 | 253 |
43 | 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 |
44 | Multi-level Fusion Based 3D Object Detection from Monocular Images | | 2018 | 247 |
45 | Repeat-Pass SAR Interferometry With Partially Coherent Targets | IEEE Transactions on Geoscience and Remote Sensing | 2012 | 246 |
46 | A Discriminative Metric Learning Based Anomaly Detection Method | IEEE Transactions on Geoscience and Remote Sensing | 2014 | 243 |
47 | SAR Ship Detection Dataset (SSDD): Official Release and Comprehensive Data Analysis | Remote Sensing | 2021 | 243 |
48 | Slow Feature Analysis for Change Detection in Multispectral Imagery | IEEE Transactions on Geoscience and Remote Sensing | 2014 | 241 |
49 | Recovering Quantitative Remote Sensing Products Contaminated by Thick Clouds and Shadows Using Multitemporal Dictionary Learning | IEEE Transactions on Geoscience and Remote Sensing | 2014 | 238 |
50 | A MAP-Based Algorithm for Destriping and Inpainting of Remotely Sensed Images | IEEE Transactions on Geoscience and Remote Sensing | 2009 | 228 |