IEEE Geoscience and Remote Sensing Letters

Article	Citations
SNUNet-CD: A Densely Connected Siamese Network for Change Detection of VHR Images	270
Building Change Detection for Remote Sensing Images Using a Dual-Task Constrained Deep Siamese Convolutional Network Model	233
A Local Contrast Method for Infrared Small-Target Detection Utilizing a Tri-Layer Window	161
SCAttNet: Semantic Segmentation Network With Spatial and Channel Attention Mechanism for High-Resolution Remote Sensing Images	155
Cross-Scale Feature Fusion for Object Detection in Optical Remote Sensing Images	142
Sparse-Adaptive Hypergraph Discriminant Analysis for Hyperspectral Image Classification	133
Infrared Small Target Detection Based on the Weighted Strengthened Local Contrast Measure	119
Self-Attention-Based Deep Feature Fusion for Remote Sensing Scene Classification	115
A Fast and Compact 3-D CNN for Hyperspectral Image Classification	107
Remote Sensing Image Classification Based on a Cross-Attention Mechanism and Graph Convolution	107
Automatic Recognition of Soybean Leaf Diseases Using UAV Images and Deep Convolutional Neural Networks	101
Seismic Impedance Inversion Using Fully Convolutional Residual Network and Transfer Learning	96
Remote Sensing Image Scene Classification Based on an Enhanced Attention Module	79
Multi-Scale Spatial and Channel-wise Attention for Improving Object Detection in Remote Sensing Imagery	78
ShipDeNet-20: An Only 20 Convolution Layers and <1-MB Lightweight SAR Ship Detector	76
A Novel Transformer Based Semantic Segmentation Scheme for Fine-Resolution Remote Sensing Images	76
Multilayer Feature Fusion Network for Scene Classification in Remote Sensing	73
Deep Encoder–Decoder Networks for Classification of Hyperspectral and LiDAR Data	73
An Adaptive Scale Sea Surface Temperature Predicting Method Based on Deep Learning With Attention Mechanism	73
Classification of Large-Scale High-Resolution SAR Images With Deep Transfer Learning	70
DSSNet: A Simple Dilated Semantic Segmentation Network for Hyperspectral Imagery Classification	69
Multistage Attention ResU-Net for Semantic Segmentation of Fine-Resolution Remote Sensing Images	68
A Generative Adversarial Gated Recurrent Unit Model for Precipitation Nowcasting	68
Dual-Path Siamese CNN for Hyperspectral Image Classification With Limited Training Samples	67
Corn Plant Counting Using Deep Learning and UAV Images	66

Implementation of Hybrid Deep Learning Model (LSTM-CNN) for Ionospheric TEC Forecasting Using GPS Data	65
Prediction of 3-D Ocean Temperature by Multilayer Convolutional LSTM	64
Unsupervised Dimensionality Reduction for Hyperspectral Imagery via Local Geometric Structure Feature Learning	64
Nearshore Bathymetry From Fusion of Sentinel-2 and ICESat-2 Observations	63
A Combined Loss-Based Multiscale Fully Convolutional Network for High-Resolution Remote Sensing Image Change Detection	63
Domain Adaption for Fine-Grained Urban Village Extraction From Satellite Images	63
MLFcGAN: Multilevel Feature Fusion-Based Conditional GAN for Underwater Image Color Correction	63
Contrasting YOLOv5, Transformer, and EfficientDet Detectors for Crop Circle Detection in Desert	62
Underwater Acoustic Target Classification Based on Dense Convolutional Neural Network	62
Semisupervised Classification Based on SLIC Segmentation for Hyperspectral Image	61
When CNNs Meet Vision Transformer: A Joint Framework for Remote Sensing Scene Classification	59
Inverse Synthetic Aperture Radar Imaging Using a Fully Convolutional Neural Network	59
Semisupervised Change Detection Using Graph Convolutional Network	59
Classifier-Constrained Deep Adversarial Domain Adaptation for Cross-Domain Semisupervised Classification in Remote Sensing Images	58
Deep Learning for Multiple-Image Super-Resolution	58
A Noise Removal Algorithm Based on OPTICS for Photon-Counting LiDAR Data	56
ISTDU-Net: Infrared Small-Target Detection U-Net	54
Optimization for Arbitrary-Oriented Object Detection via Representation Invariance Loss	54
Graph Sample and Aggregate-Attention Network for Hyperspectral Image Classification	53
A Double-Neighborhood Gradient Method for Infrared Small Target Detection	53
Development of a Dual-Attention U-Net Model for Sea Ice and Open Water Classification on SAR Images	52
A Lightweight Faster R-CNN for Ship Detection in SAR Images	51
RISTDnet: Robust Infrared Small Target Detection Network	51
Metric-Learning-Based Deep Hashing Network for Content-Based Retrieval of Remote Sensing Images	50
Residual Encoder–Decoder Conditional Generative Adversarial Network for Pansharpening	50
Complex-Valued 3-D Convolutional Neural Network for PolSAR Image Classification	49
Robust Matching for SAR and Optical Images Using Multiscale Convolutional Gradient Features	48
Infrared Moving Small-Target Detection Using Spatial–Temporal Local Difference Measure	47
Remote Sensing Image Scene Classification With Self-Supervised Paradigm Under Limited Labeled Samples	46
APDC-Net: Attention Pooling-Based Convolutional Network for Aerial Scene Classification	46
A Machine Learning Scheme for Estimating the Diameter of Reinforcing Bars Using Ground Penetrating Radar	45
SAR Image Change Detection Based on Multiscale Capsule Network	45
SAR Target Small Sample Recognition Based on CNN Cascaded Features and AdaBoost Rotation Forest	44
Denoising-Based Multiscale Feature Fusion for Remote Sensing Image Captioning	44
Seismic Signal Denoising Using $f-x$ Variational Mode Decomposition	44
Balance Scene Learning Mechanism for Offshore and Inshore Ship Detection in SAR Images	44
Unsupervised Segmentation of Hyperspectral Images Using 3-D Convolutional Autoencoders	43
Automatic Lithology Identification by Applying LSTM to Logging Data: A Case Study in X Tight Rock Reservoirs	43
Fusformer: A Transformer-Based Fusion Network for Hyperspectral Image Super-Resolution	43
Deep Unsupervised Blind Hyperspectral and Multispectral Data Fusion	43
Semisupervised Classification for Hyperspectral Images Using Graph Attention Networks	43
Pyramid Attention Dilated Network for Aircraft Detection in SAR Images	43
Fully Convolutional Network-Based Ensemble Method for Road Extraction From Aerial Images	42
Improved Clutter Removal in GPR by Robust Nonnegative Matrix Factorization	42
Learning-Shared Cross-Modality Representation Using Multispectral-LiDAR and Hyperspectral Data	41
Simple Multiscale UNet for Change Detection With Heterogeneous Remote Sensing Images	41
Spectral–Spatial Hyperspectral Classification via Structural-Kernel Collaborative Representation	41
Robust Infrared Small Target Detection via Multidirectional Derivative-Based Weighted Contrast Measure	40
Intelligent Sampling for Vegetation Nitrogen Mapping Based on Hybrid Machine Learning Algorithms	40
Gaussian Inflection Point Selection for LiDAR Hidden Echo Signal Decomposition	40

Detection of Small Floating Targets on the Sea Surface Based on Multi-Features and Principal Component Analysis	40
PPCNET: A Combined Patch-Level and Pixel-Level End-to-End Deep Network for High-Resolution Remote Sensing Image Change Detection	40
Squeeze-and-Excitation Laplacian Pyramid Network With Dual-Polarization Feature Fusion for Ship Classification in SAR Images	40
Rank-Based Local Self-Similarity Descriptor for Optical-to-SAR Image Matching	40
Prediction of Sea Surface Temperature in the South China Sea by Artificial Neural Networks	39
GIS-Supervised Building Extraction With Label Noise-Adaptive Fully Convolutional Neural Network	39
Seismic Data Reconstruction Using Deep Bidirectional Long Short-Term Memory With Skip Connections	38
DAGN: A Real-Time UAV Remote Sensing Image Vehicle Detection Framework	38
Model-Based Reduced-Rank Pansharpening	38
Vehicle Detection in Remote Sensing Images Leveraging on Simultaneous Super-Resolution	38
A CNN-Based Coherence-Driven Approach for InSAR Phase Unwrapping	38
Semantic Segmentation of Remote Sensing Images With Sparse Annotations	37
Seeing Through the Clouds With DeepWaterMap	37
Unsupervised Deep Transfer Learning-Based Change Detection for HR Multispectral Images	37
A Novel Spatiotemporal Saliency Method for Low-Altitude Slow Small Infrared Target Detection	37
Auto Color Correction of Underwater Images Utilizing Depth Information	37
Multispectral Change Detection With Bilinear Convolutional Neural Networks	37
Change Detection in Synthetic Aperture Radar Images Using a Dual-Domain Network	36
MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images	36
Multiscale Refinement Network for Water-Body Segmentation in High-Resolution Satellite Imagery	36
Fast Electromagnetic Inversion of Inhomogeneous Scatterers Embedded in Layered Media by Born Approximation and 3-D U-Net	36
Band Selection of Hyperspectral Images Using Attention-Based Autoencoders	36
Transferring CNN Ensemble for Hyperspectral Image Classification	36
Robust Shadow Tracking for Video SAR	36
DCNNs-Based Denoising With a Novel Data Generation for Multidimensional Geological Structures Learning	35
Deep Half-Siamese Networks for Hyperspectral Unmixing	35
Hyperspectral Anomaly Detection via Integration of Feature Extraction and Background Purification	35
A Coarse-to-Fine Two-Stage Attentive Network for Haze Removal of Remote Sensing Images	34
Spatio-Temporal Deep Learning Approach to Map Deforestation in Amazon Rainforest	34
Multiscale Attention Network Guided With Change Gradient Image for Land Cover Change Detection Using Remote Sensing Images	34
Desiccating Lake Urmia: A New Dust Source of Regional Importance	34
An Enhanced 3-D Discrete Wavelet Transform for Hyperspectral Image Classification	34
Ship Detection and Direction Finding Based on Time-Frequency Analysis for Compact HF Radar	34
Hyperspectral Image Classification With Contrastive Self-Supervised Learning Under Limited Labeled Samples	33
DARecNet-BS: Unsupervised Dual-Attention Reconstruction Network for Hyperspectral Band Selection	33
High-Resolution and Wide-Swath SAR Imaging Mode Using Frequency Diverse Planar Array	33
The Denoising of Desert Seismic Data Based on Cycle-GAN With Unpaired Data Training	33
Multi-Scale Local Context Embedding for LiDAR Point Cloud Classification	33
Combining Multilevel Features for Remote Sensing Image Scene Classification With Attention Model	33
Remote Sensing Image Classification via Improved Cross-Entropy Loss and Transfer Learning Strategy Based on Deep Convolutional Neural Networks	33
A Deep-Learning Approach for Automatic Counting of Soybean Insect Pests	33
Classification of Human Activity Based on Radar Signal Using 1-D Convolutional Neural Network	33
The Development and Evaluation of a Backpack LiDAR System for Accurate and Efficient Forest Inventory	32
Target Detection in Hyperspectral Imagery via Sparse and Dense Hybrid Representation	32
Fast Detection Method for Low-Observable Maneuvering Target via Robust Sparse Fractional Fourier Transform	32
Complex-Valued Full Convolutional Neural Network for SAR Target Classification	32
GAN-Based Siamese Framework for Landslide Inventory Mapping Using Bi-Temporal Optical Remote Sensing Images	32
Deep Learning Approach for Earthquake Parameters Classification in Earthquake Early Warning System	32
Fusion of Multispectral LiDAR, Hyperspectral, and RGB Data for Urban Land Cover Classification	32
Multitask Deep Learning With Spectral Knowledge for Hyperspectral Image Classification	32
A GNSS-R Geophysical Model Function: Machine Learning for Wind Speed Retrievals	32
Adaptive Dictionary Learning for Blind Seismic Data Denoising	31
EM Simulation-Aided Zero-Shot Learning for SAR Automatic Target Recognition	31
High-Order Synchroextracting Time–Frequency Analysis and Its Application in Seismic Hydrocarbon Reservoir Identification	31
A Novel Approach for Spaceborne SAR Scattered-Wave Deception Jamming Using Frequency Diverse Array	31
MSTDSNet-CD: Multiscale Swin Transformer and Deeply Supervised Network for Change Detection of the Fast-Growing Urban Regions	30
A Multiscale Deep Learning Approach for High-Resolution Hyperspectral Image Classification	30
Deep Learning Prior Model for Unsupervised Seismic Data Random Noise Attenuation	30
Remote Sensing Image Scene Classification Based on Global–Local Dual-Branch Structure Model	30
Multitask Learning of Height and Semantics From Aerial Images	30
S²ENet: Spatial–Spectral Cross-Modal Enhancement Network for Classification of Hyperspectral and LiDAR Data	30
Classification of Isolated Volcano-Seismic Events Based on Inductive Transfer Learning	30
Small Infrared Target Detection Based on Fast Adaptive Masking and Scaling With Iterative Segmentation	29
Elastic Reflection Waveform Inversion With a Nonlinear Born Scattering Operator for Multiparameter Reconstruction	29
MAIAC Thermal Technique for Smoke Injection Height From MODIS	29
Fully Convolutional Siamese Autoencoder for Change Detection in UAV Aerial Images	29
DIAT-μSAT: Small Aerial Targets’ Micro-Doppler Signatures and Their Classification Using CNN	29
Seismic Facies Analysis Based on Deep Learning	29
SAR Target Recognition With Limited Training Data Based on Angular Rotation Generative Network	28
Fine-Grained Building Change Detection From Very High-Spatial-Resolution Remote Sensing Images Based on Deep Multitask Learning	28
Change Detection in Image Time-Series Using Unsupervised LSTM	28
Positional Context Aggregation Network for Remote Sensing Scene Classification	28
Deep Residual Learning for Boosting the Accuracy of Hyperspectral Pansharpening	28
Multiscale Convolutional Neural Networks for Geospatial Object Detection in VHR Satellite Images	28
Multibranch Selective Kernel Networks for Hyperspectral Image Classification	28
Albedo Retrieval From Sentinel-2 by New Narrow-to-Broadband Conversion Coefficients	28
PEGNet: Progressive Edge Guidance Network for Semantic Segmentation of Remote Sensing Images	28
NL-LinkNet: Toward Lighter But More Accurate Road Extraction With Nonlocal Operations	28
A Semisupervised GAN-Based Multiple Change Detection Framework in Multi-Spectral Images	28
Multiparameter Full-Waveform Inversion of 3-D On-Ground GPR With a Modified Total Variation Regularization Scheme	27

Landslide Susceptibility Modeling Using Bagging-Based Positive-Unlabeled Learning	27
A Hybrid Capsule Network for Land Cover Classification Using Multispectral LiDAR Data	27
An Unsupervised Deep Learning Method for Denoising Prestack Random Noise	27
Fast Spectral Embedded Clustering Based on Structured Graph Learning for Large-Scale Hyperspectral Image	27
A Low-Rank and Sparse Matrix Decomposition- Based Dictionary Reconstruction and Anomaly Extraction Framework for Hyperspectral Anomaly Detection	27
An Improved Map-Drift Algorithm for Unmanned Aerial Vehicle SAR Imaging	27
Land Cover Classification From VHR Optical Remote Sensing Images by Feature Ensemble Deep Learning Network	27
Sentinel-1 and Sentinel-2 Data Fusion for Urban Change Detection Using a Dual Stream U-Net	27
Conjunction of Active and Semi-Supervised Learning for Wireline Logs-Based Automatic Lithology Identification	27
A Full-Level Context Squeeze-and-Excitation ROI Extractor for SAR Ship Instance Segmentation	27
A Novel False Alarm Suppression Method for CNN-Based SAR Ship Detector	27
Hybrid Dilated Convolution Guided Feature Filtering and Enhancement Strategy for Hyperspectral Image Classification	27
A Superpixel-Based Dual Window RX for Hyperspectral Anomaly Detection	27
Convolution Transformer Mixer for Hyperspectral Image Classification	26
Low-Profile, Low-Frequency, UWB Antenna for Imaging of Deeply Buried Targets	26
Deep Prior-Based Unsupervised Reconstruction of Irregularly Sampled Seismic Data	26
Contrastive Self-Supervised Learning With Smoothed Representation for Remote Sensing	26
Unsupervised Domain Adaptation of High-Resolution Aerial Images via Correlation Alignment and Self Training	26
Unsupervised Remote Sensing Image Retrieval Using Probabilistic Latent Semantic Hashing	26
Scale Sensitive Neural Network for Road Segmentation in High-Resolution Remote Sensing Images	26
Unsupervised Pixel-Wise Hyperspectral Anomaly Detection via Autoencoding Adversarial Networks	26
Intelligent Image Segmentation for Organic-Rich Shales Using Random Forest, Wavelet Transform, and Hessian Matrix	26
Human Target Detection Based on FCN for Through-the-Wall Radar Imaging	26
Capsule Feature Pyramid Network for Building Footprint Extraction From High-Resolution Aerial Imagery	26
Fast-AIC Method for Automatic First Arrivals Picking of Microseismic Event With Multitrace Energy Stacking Envelope Summation	25
Local Histogram-Based Analysis for Detecting Land Cover Change Using VHR Remote Sensing Images	25
Infrared Small UAV Target Detection Based on Residual Image Prediction via Global and Local Dilated Residual Networks	25
L-UNet: An LSTM Network for Remote Sensing Image Change Detection	25
Frost Filtering Algorithm of SAR Images With Adaptive Windowing and Adaptive Tuning Factor	25
Multiscale Feature Learning by Transformer for Building Extraction From Satellite Images	25
SUnCNN: Sparse Unmixing Using Unsupervised Convolutional Neural Network	25
Reconstructing of High-Spatial-Resolution Three-Dimensional Electron Density by Ingesting SAR-Derived VTEC Into IRI Model	25
A Lightweight Spectral-Spatial Convolution Module for Hyperspectral Image Classification	25
Self-Attentive Generative Adversarial Network for Cloud Detection in High Resolution Remote Sensing Images	25
Generative Adversarial Capsule Network With ConvLSTM for Hyperspectral Image Classification	25
Combining t-Distributed Stochastic Neighbor Embedding With Convolutional Neural Networks for Hyperspectral Image Classification	25
Human Detection Based on Time-Varying Signature on Range-Doppler Diagram Using Deep Neural Networks	25
Cooperative Spectral–Spatial Attention Dense Network for Hyperspectral Image Classification	25
DeepImaging: A Ground Moving Target Imaging Based on CNN for SAR-GMTI System	25
Multilevel Feature Fusion Networks With Adaptive Channel Dimensionality Reduction for Remote Sensing Scene Classification	24
Seismic Absorption Qualitative Indicator via Sparse Group-Lasso-Based Time–Frequency Representation	24
Adaptive Local Structure Consistency-Based Heterogeneous Remote Sensing Change Detection	24
Seismic Time–Frequency Analysis via Adaptive Mode Separation-Based Wavelet Transform	24
Convolutional Transformer Network for Hyperspectral Image Classification	24
An Advanced Superpixel-Based Markov Random Field Model for Unsupervised Change Detection	24
RCEN: A Deep-Learning-Based Background Noise Suppression Method for DAS-VSP Records	24
Seismic Random Noise Reduction Using Adaptive Threshold Combined Scale and Directional Characteristics of Shearlet Transform	24
Transfer Learning for Segmenting Dimensionally Reduced Hyperspectral Images	24
Superpixel-Based Graph Laplacian Regularization for Sparse Hyperspectral Unmixing	24
A New Crop Classification Method Based on the Time-Varying Feature Curves of Time Series Dual-Polarization Sentinel-1 Data Sets	24
Lightweight Two-Stream Convolutional Neural Network for SAR Target Recognition	24
FRPNet: A Feature-Reflowing Pyramid Network for Object Detection of Remote Sensing Images	24
CSANet: Cross-Temporal Interaction Symmetric Attention Network for Hyperspectral Image Change Detection	24
Transferable SAR Image Classification Crossing Different Satellites Under Open Set Condition	24
Physics-Constrained Seismic Impedance Inversion Based on Deep Learning	24
FRF-Net: Land Cover Classification From Large-Scale VHR Optical Remote Sensing Images	23
An Unsupervised Generative Neural Approach for InSAR Phase Filtering and Coherence Estimation	23
Unsupervised Adversarial Domain Adaptation Network for Semantic Segmentation	23
Marginal Center Loss for Deep Remote Sensing Image Scene Classification	23
SPN: Stable Prototypical Network for Few-Shot Learning-Based Hyperspectral Image Classification	23
PickCapsNet: Capsule Network for Automatic P-Wave Arrival Picking	23
An End-to-End Network for Remote Sensing Imagery Semantic Segmentation via Joint Pixel- and Representation-Level Domain Adaptation	23
Evaluating Chinese HY-2B HSCAT Ocean Wind Products Using Buoys and Other Scatterometers	23
On the Interplay Between Ocean Color Data Quality and Data Quantity: Impacts of Quality Control Flags	23
A 91-Channel Hyperspectral LiDAR for Coal/Rock Classification	23
A Drone Fitted With a Magnetometer Detects Landmines	22
A Machine Learning Method for Inland Water Detection Using CYGNSS Data	22
Crop Yield Estimation and Interpretability With Gaussian Processes	22
Application of 2.5-D Finite Difference Method in Logging-While-Drilling Electromagnetic Measurements for Complex Scenarios	22
CatBoost for RS Image Classification With Pseudo Label Support From Neighbor Patches-Based Clustering	22
Maritime Target Detection Based on Radar Graph Data and Graph Convolutional Network	22
PA-Former: Learning Prior-Aware Transformer for Remote Sensing Building Change Detection	22
A Color Enhancement Scene Estimation Approach for Single Image Haze Removal	21
Satellite-Based Analysis of Extreme Land Surface Temperatures and Diurnal Variability Across the Hottest Place on Earth	21
Sequential Estimation of Dynamic Deformation Parameters for SBAS-InSAR	21
Attention-Based Convolutional Neural Network for Earthquake Event Classification	21
Remote Sensing Image Fusion Based on Fuzzy Logic and Salience Measure	21
Hyperspectral Image Classification With Data Augmentation and Classifier Fusion	21
A Dictionary-Based SAR RFI Suppression Method via Robust PCA and Chirp Scaling Algorithm	21
A Mask Attention Interaction and Scale Enhancement Network for SAR Ship Instance Segmentation	21
Landslide Susceptibility Prediction Using Sparse Feature Extraction and Machine Learning Models Based on GIS and Remote Sensing	21
Spectral–Spatial Residual Graph Attention Network for Hyperspectral Image Classification	21
Convective Clouds Extraction From Himawari–8 Satellite Images Based on Double-Stream Fully Convolutional Networks	21
A High-Effective Implementation of Ship Detector for SAR Images	21
A Novel Loss Function for Optical and SAR Image Matching: Balanced Positive and Negative Samples	21
U-IMG2DSM: Unpaired Simulation of Digital Surface Models With Generative Adversarial Networks	21
An Open Set Recognition Method for SAR Targets Based on Multitask Learning	21
SAR Image Colorization Using Multidomain Cycle-Consistency Generative Adversarial Network	21
Joint Spatial–Spectral Attention Network for Hyperspectral Image Classification	21
Interpretable Semisupervised Classification Method Under Multiple Smoothness Assumptions With Application to Lithology Identification	21
DSFNet: Dynamic and Static Fusion Network for Moving Object Detection in Satellite Videos	21
A Transformer-Based Deep Learning Network for Underwater Acoustic Target Recognition	21
PolSAR Ship Detection Based on Polarimetric Correlation Pattern	21
Hyperspectral and LiDAR Classification With Semisupervised Graph Fusion	21
IDLN: Iterative Distribution Learning Network for Few-Shot Remote Sensing Image Scene Classification	21