IEEE Geoscience and Remote Sensing Letters

Article	Citations
SNUNet-CD: A Densely Connected Siamese Network for Change Detection of VHR Images	375
Building Change Detection for Remote Sensing Images Using a Dual-Task Constrained Deep Siamese Convolutional Network Model	317
SCAttNet: Semantic Segmentation Network With Spatial and Channel Attention Mechanism for High-Resolution Remote Sensing Images	191
Infrared Small Target Detection Based on the Weighted Strengthened Local Contrast Measure	167
Cross-Scale Feature Fusion for Object Detection in Optical Remote Sensing Images	163
Self-Attention-Based Deep Feature Fusion for Remote Sensing Scene Classification	129
A Fast and Compact 3-D CNN for Hyperspectral Image Classification	126
A Novel Transformer Based Semantic Segmentation Scheme for Fine-Resolution Remote Sensing Images	120
Remote Sensing Image Classification Based on a Cross-Attention Mechanism and Graph Convolution	114
Seismic Impedance Inversion Using Fully Convolutional Residual Network and Transfer Learning	111
Deep Encoder–Decoder Networks for Classification of Hyperspectral and LiDAR Data	102
Multistage Attention ResU-Net for Semantic Segmentation of Fine-Resolution Remote Sensing Images	96
Remote Sensing Image Scene Classification Based on an Enhanced Attention Module	92
ShipDeNet-20: An Only 20 Convolution Layers and <1-MB Lightweight SAR Ship Detector	83
Classification of Large-Scale High-Resolution SAR Images With Deep Transfer Learning	80
Multilayer Feature Fusion Network for Scene Classification in Remote Sensing	80
Dual-Path Siamese CNN for Hyperspectral Image Classification With Limited Training Samples	78
Implementation of Hybrid Deep Learning Model (LSTM-CNN) for Ionospheric TEC Forecasting Using GPS Data	75
DSSNet: A Simple Dilated Semantic Segmentation Network for Hyperspectral Imagery Classification	73
Underwater Acoustic Target Classification Based on Dense Convolutional Neural Network	73
Nearshore Bathymetry From Fusion of Sentinel-2 and ICESat-2 Observations	72
When CNNs Meet Vision Transformer: A Joint Framework for Remote Sensing Scene Classification	71
Contrasting YOLOv5, Transformer, and EfficientDet Detectors for Crop Circle Detection in Desert	71
A Noise Removal Algorithm Based on OPTICS for Photon-Counting LiDAR Data	69
RISTDnet: Robust Infrared Small Target Detection Network	68

A Combined Loss-Based Multiscale Fully Convolutional Network for High-Resolution Remote Sensing Image Change Detection	67
Optimization for Arbitrary-Oriented Object Detection via Representation Invariance Loss	65
Semisupervised Change Detection Using Graph Convolutional Network	65
Development of a Dual-Attention U-Net Model for Sea Ice and Open Water Classification on SAR Images	64
Corn Plant Counting Using Deep Learning and UAV Images	64
Graph Sample and Aggregate-Attention Network for Hyperspectral Image Classification	63
A Double-Neighborhood Gradient Method for Infrared Small Target Detection	62
ISTDU-Net: Infrared Small-Target Detection U-Net	62
Fusformer: A Transformer-Based Fusion Network for Hyperspectral Image Super-Resolution	62
A Lightweight Faster R-CNN for Ship Detection in SAR Images	62
Simple Multiscale UNet for Change Detection With Heterogeneous Remote Sensing Images	57
SAR Image Change Detection Based on Multiscale Capsule Network	57
Deep Unsupervised Blind Hyperspectral and Multispectral Data Fusion	55
Semisupervised Classification for Hyperspectral Images Using Graph Attention Networks	55
Metric-Learning-Based Deep Hashing Network for Content-Based Retrieval of Remote Sensing Images	55
Denoising-Based Multiscale Feature Fusion for Remote Sensing Image Captioning	54
Automatic Lithology Identification by Applying LSTM to Logging Data: A Case Study in X Tight Rock Reservoirs	53
Change Detection in Synthetic Aperture Radar Images Using a Dual-Domain Network	52
A Coarse-to-Fine Two-Stage Attentive Network for Haze Removal of Remote Sensing Images	51
Unsupervised Segmentation of Hyperspectral Images Using 3-D Convolutional Autoencoders	51
Robust Matching for SAR and Optical Images Using Multiscale Convolutional Gradient Features	50
Remote Sensing Image Scene Classification With Self-Supervised Paradigm Under Limited Labeled Samples	50
MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images	50
A Machine Learning Scheme for Estimating the Diameter of Reinforcing Bars Using Ground Penetrating Radar	49
Pyramid Attention Dilated Network for Aircraft Detection in SAR Images	49
DAGN: A Real-Time UAV Remote Sensing Image Vehicle Detection Framework	48
Deep Learning Approach for Earthquake Parameters Classification in Earthquake Early Warning System	47
Interpretable Deep Learning Framework for Land Use and Land Cover Classification in Remote Sensing Using SHAP	47
Spectral–Spatial Hyperspectral Classification via Structural-Kernel Collaborative Representation	47
Seismic Data Reconstruction Using Deep Bidirectional Long Short-Term Memory With Skip Connections	46
Multiscale Attention Network Guided With Change Gradient Image for Land Cover Change Detection Using Remote Sensing Images	45
Hyperspectral Image Classification With Contrastive Self-Supervised Learning Under Limited Labeled Samples	45
Hyperspectral Anomaly Detection via Integration of Feature Extraction and Background Purification	44
S²ENet: Spatial–Spectral Cross-Modal Enhancement Network for Classification of Hyperspectral and LiDAR Data	44
Auto Color Correction of Underwater Images Utilizing Depth Information	44
Convolution Transformer Mixer for Hyperspectral Image Classification	44
A CNN-Based Coherence-Driven Approach for InSAR Phase Unwrapping	43
A Novel Spatiotemporal Saliency Method for Low-Altitude Slow Small Infrared Target Detection	43
Semantic Segmentation of Remote Sensing Images With Sparse Annotations	43
Gaussian Inflection Point Selection for LiDAR Hidden Echo Signal Decomposition	42
Band Selection of Hyperspectral Images Using Attention-Based Autoencoders	42
Deep Half-Siamese Networks for Hyperspectral Unmixing	42
Ship Detection and Direction Finding Based on Time-Frequency Analysis for Compact HF Radar	42
Robust Shadow Tracking for Video SAR	41
Reconstructing of High-Spatial-Resolution Three-Dimensional Electron Density by Ingesting SAR-Derived VTEC Into IRI Model	40
Conjunction of Active and Semi-Supervised Learning for Wireline Logs-Based Automatic Lithology Identification	40
Intelligent Sampling for Vegetation Nitrogen Mapping Based on Hybrid Machine Learning Algorithms	40
GIS-Supervised Building Extraction With Label Noise-Adaptive Fully Convolutional Neural Network	40
NL-LinkNet: Toward Lighter But More Accurate Road Extraction With Nonlocal Operations	39
An Improved Map-Drift Algorithm for Unmanned Aerial Vehicle SAR Imaging	39

The Development and Evaluation of a Backpack LiDAR System for Accurate and Efficient Forest Inventory	39
Robust Infrared Small Target Detection via Multidirectional Derivative-Based Weighted Contrast Measure	39
DARecNet-BS: Unsupervised Dual-Attention Reconstruction Network for Hyperspectral Band Selection	39
Unsupervised Deep Transfer Learning-Based Change Detection for HR Multispectral Images	39
Scene Overlap Prediction for LiDAR-Based Place Recognition	39
Transferring CNN Ensemble for Hyperspectral Image Classification	38
CSANet: Cross-Temporal Interaction Symmetric Attention Network for Hyperspectral Image Change Detection	38
DCNNs-Based Denoising With a Novel Data Generation for Multidimensional Geological Structures Learning	37
Balance Scene Learning Mechanism for Offshore and Inshore Ship Detection in SAR Images	37
Spatio-Temporal Deep Learning Approach to Map Deforestation in Amazon Rainforest	36
PEGNet: Progressive Edge Guidance Network for Semantic Segmentation of Remote Sensing Images	36
MSTDSNet-CD: Multiscale Swin Transformer and Deeply Supervised Network for Change Detection of the Fast-Growing Urban Regions	36
Squeeze-and-Excitation Laplacian Pyramid Network With Dual-Polarization Feature Fusion for Ship Classification in SAR Images	35
An Enhanced 3-D Discrete Wavelet Transform for Hyperspectral Image Classification	35
High-Order Synchroextracting Time–Frequency Analysis and Its Application in Seismic Hydrocarbon Reservoir Identification	34
Multiscale Convolutional Neural Networks for Geospatial Object Detection in VHR Satellite Images	34
Multitask Deep Learning With Spectral Knowledge for Hyperspectral Image Classification	34
Grid Network: Feature Extraction in Anisotropic Perspective for Hyperspectral Image Classification	34
Analysis on the Building of Training Dataset for Deep Learning SAR Despeckling	34
High-Resolution and Wide-Swath SAR Imaging Mode Using Frequency Diverse Planar Array	34
SAR Target Recognition With Limited Training Data Based on Angular Rotation Generative Network	34
DIAT-μSAT: Small Aerial Targets’ Micro-Doppler Signatures and Their Classification Using CNN	34
The Denoising of Desert Seismic Data Based on Cycle-GAN With Unpaired Data Training	33
GAN-Based Siamese Framework for Landslide Inventory Mapping Using Bi-Temporal Optical Remote Sensing Images	33
Deep Learning Prior Model for Unsupervised Seismic Data Random Noise Attenuation	33
Fusion of Multispectral LiDAR, Hyperspectral, and RGB Data for Urban Land Cover Classification	33
A Multiscale Deep Learning Approach for High-Resolution Hyperspectral Image Classification	33
Sentinel-1 and Sentinel-2 Data Fusion for Urban Change Detection Using a Dual Stream U-Net	33
Contrastive Self-Supervised Learning With Smoothed Representation for Remote Sensing	32
An Unsupervised Deep Learning Method for Denoising Prestack Random Noise	32
Multiparameter Full-Waveform Inversion of 3-D On-Ground GPR With a Modified Total Variation Regularization Scheme	32
Superpixel-Based Graph Laplacian Regularization for Sparse Hyperspectral Unmixing	32
Remote-Sensing Image Captioning Based on Multilayer Aggregated Transformer	32
Fine-Grained Building Change Detection From Very High-Spatial-Resolution Remote Sensing Images Based on Deep Multitask Learning	32
Fast Spectral Embedded Clustering Based on Structured Graph Learning for Large-Scale Hyperspectral Image	32
SUnCNN: Sparse Unmixing Using Unsupervised Convolutional Neural Network	31
A Novel Loss Function for Optical and SAR Image Matching: Balanced Positive and Negative Samples	31
A Machine Learning Method for Inland Water Detection Using CYGNSS Data	31
Crop Yield Estimation and Interpretability With Gaussian Processes	31
Remote Sensing Image Scene Classification Based on Global–Local Dual-Branch Structure Model	31
Deep Prior-Based Unsupervised Reconstruction of Irregularly Sampled Seismic Data	31
Multiscale Feature Learning by Transformer for Building Extraction From Satellite Images	31
Small Infrared Target Detection Based on Fast Adaptive Masking and Scaling With Iterative Segmentation	31
CatBoost for RS Image Classification With Pseudo Label Support From Neighbor Patches-Based Clustering	31
Human Detection Based on Time-Varying Signature on Range-Doppler Diagram Using Deep Neural Networks	30
Class-Guided Swin Transformer for Semantic Segmentation of Remote Sensing Imagery	30
Landslide Susceptibility Modeling Using Bagging-Based Positive-Unlabeled Learning	30
Maritime Target Detection Based on Radar Graph Data and Graph Convolutional Network	30
Scale Sensitive Neural Network for Road Segmentation in High-Resolution Remote Sensing Images	30
Multibranch Selective Kernel Networks for Hyperspectral Image Classification	29
Rainformer: Features Extraction Balanced Network for Radar-Based Precipitation Nowcasting	29
A Convolutional Autoencoder Method for Simultaneous Seismic Data Reconstruction and Denoising	29
PolSAR Image Classification Based on Deep Convolutional Neural Networks Using Wavelet Transformation	29
Unsupervised Domain Adaptation of High-Resolution Aerial Images via Correlation Alignment and Self Training	29
SPN: Stable Prototypical Network for Few-Shot Learning-Based Hyperspectral Image Classification	29
Wave Height Estimation Based on the Phase Time Series of Millimeter-Wave Radar	29
Edge Detection Guide Network for Semantic Segmentation of Remote-Sensing Images	29
Change Detection in Image Time-Series Using Unsupervised LSTM	29
Physics-Constrained Seismic Impedance Inversion Based on Deep Learning	29
Hybrid Dilated Convolution Guided Feature Filtering and Enhancement Strategy for Hyperspectral Image Classification	28
Capsule Feature Pyramid Network for Building Footprint Extraction From High-Resolution Aerial Imagery	28
DSFNet: Dynamic and Static Fusion Network for Moving Object Detection in Satellite Videos	28
Convolutional Transformer Network for Hyperspectral Image Classification	28
CloudU-Net: A Deep Convolutional Neural Network Architecture for Daytime and Nighttime Cloud Images’ Segmentation	28
An Open Set Recognition Method for SAR Targets Based on Multitask Learning	28
Generative Adversarial Capsule Network With ConvLSTM for Hyperspectral Image Classification	28
SSPNet: Scale Selection Pyramid Network for Tiny Person Detection From UAV Images	28
A Lightweight Spectral-Spatial Convolution Module for Hyperspectral Image Classification	28
L-UNet: An LSTM Network for Remote Sensing Image Change Detection	28
Human Target Detection Based on FCN for Through-the-Wall Radar Imaging	28
A Drone Fitted With a Magnetometer Detects Landmines	28
Adaptive Local Structure Consistency-Based Heterogeneous Remote Sensing Change Detection	28
Adaptive Superpixel-Level CFAR Detector for SAR Inshore Dense Ship Detection	28
A Spectral–Spatial Change Detection Method Based on Simplified 3-D Convolutional Autoencoder for Multitemporal Hyperspectral Images	28
An End-to-End Network for Remote Sensing Imagery Semantic Segmentation via Joint Pixel- and Representation-Level Domain Adaptation	27
DS-UNet: Dual-Stream U-Net for Oil Spill Detection of SAR Image	27
PA-Former: Learning Prior-Aware Transformer for Remote Sensing Building Change Detection	27
Multilevel Feature Fusion Networks With Adaptive Channel Dimensionality Reduction for Remote Sensing Scene Classification	27
A Novel False Alarm Suppression Method for CNN-Based SAR Ship Detector	27
DeepImaging: A Ground Moving Target Imaging Based on CNN for SAR-GMTI System	27

Heterogeneous Few-Shot Learning for Hyperspectral Image Classification	27
Cooperative Spectral–Spatial Attention Dense Network for Hyperspectral Image Classification	27
Unsupervised Remote Sensing Image Retrieval Using Probabilistic Latent Semantic Hashing	27
SAR Image Colorization Using Multidomain Cycle-Consistency Generative Adversarial Network	26
Seismic Absorption Qualitative Indicator via Sparse Group-Lasso-Based Time–Frequency Representation	26
A Mask Attention Interaction and Scale Enhancement Network for SAR Ship Instance Segmentation	26
Generalized Ambiguity Function for FDA Radar Joint Range, Angle and Doppler Resolution Evaluation	26
Dynamic Hand Gesture Recognition Based on Micro-Doppler Radar Signatures Using Hidden Gauss–Markov Models	26
Local Histogram-Based Analysis for Detecting Land Cover Change Using VHR Remote Sensing Images	26
Consecutively Missing Seismic Data Interpolation Based on Coordinate Attention Unet	26
Cross-Domain Few-Shot Contrastive Learning for Hyperspectral Images Classification	25
Unsupervised Pixel-Wise Hyperspectral Anomaly Detection via Autoencoding Adversarial Networks	25
Attention-Based Convolutional Neural Network for Earthquake Event Classification	25
PickCapsNet: Capsule Network for Automatic P-Wave Arrival Picking	25
IDLN: Iterative Distribution Learning Network for Few-Shot Remote Sensing Image Scene Classification	25
Sea Clutter Suppression for Radar PPI Images Based on SCS-GAN	25
Local Window Attention Transformer for Polarimetric SAR Image Classification	25
MITformer: A Multiinstance Vision Transformer for Remote Sensing Scene Classification	25
Seismic Data Interpolation Using Dual-Domain Conditional Generative Adversarial Networks	25
Superpixel-Level CFAR Detector Based on Truncated Gamma Distribution for SAR Images	25
FRPNet: A Feature-Reflowing Pyramid Network for Object Detection of Remote Sensing Images	25
Assessment of ERA5-Land Volumetric Soil Water Layer Product Using In Situ and SMAP Soil Moisture Observations	25
Speckle-Variant Attack: Toward Transferable Adversarial Attack to SAR Target Recognition	25
Unsupervised Adversarial Domain Adaptation Network for Semantic Segmentation	25
Penetration Properties of Ground Penetrating Radar Waves Through Rebar Grids	24
Transferable SAR Image Classification Crossing Different Satellites Under Open Set Condition	24
PolSAR Ship Detection Based on Polarimetric Correlation Pattern	24
SAR Image Classification Using CNN Embeddings and Metric Learning	24
Lightweight Two-Stream Convolutional Neural Network for SAR Target Recognition	24
Refocusing on SAR Ship Targets With Three-Dimensional Rotating Based on Complex-Valued Convolutional Gated Recurrent Unit	24
Remote Sensing Image Fusion Based on Fuzzy Logic and Salience Measure	24
Declutter-GAN: GPR B-Scan Data Clutter Removal Using Conditional Generative Adversarial Nets	24
HCANet: A Hierarchical Context Aggregation Network for Semantic Segmentation of High-Resolution Remote Sensing Images	24
RCEN: A Deep-Learning-Based Background Noise Suppression Method for DAS-VSP Records	24
DenseNet-Based Land Cover Classification Network With Deep Fusion	24
A Transformer-Based Deep Learning Network for Underwater Acoustic Target Recognition	24
Evaluating the Reliability of Air Temperature From ERA5 Reanalysis Data	24
Sea Surface Temperature Forecasting With Ensemble of Stacked Deep Neural Networks	23
A Weakly Supervised Semantic Segmentation Approach for Damaged Building Extraction From Postearthquake High-Resolution Remote-Sensing Images	23
MiNet: Efficient Deep Learning Automatic Target Recognition for Small Autonomous Vehicles	23
Infrared Small UAV Target Detection Based on Residual Image Prediction via Global and Local Dilated Residual Networks	23
Anomaly Detection of Hyperspectral Image via Tensor Completion	23
U-IMG2DSM: Unpaired Simulation of Digital Surface Models With Generative Adversarial Networks	23
Landslide Susceptibility Prediction Using Sparse Feature Extraction and Machine Learning Models Based on GIS and Remote Sensing	23
Coastline Detection Based on Sentinel-1 Time Series for Ship- and Flood-Monitoring Applications	23
An Unsupervised Generative Neural Approach for InSAR Phase Filtering and Coherence Estimation	23
Few-Shot Object Detection of Remote Sensing Images via Two-Stage Fine-Tuning	23
Transferred CNN Based on Tensor for Hyperspectral Anomaly Detection	23
UAV-Borne FMCW InSAR for Focusing Buried Objects	23
Hybrid Local and Nonlocal 3-D Attentive CNN for Hyperspectral Image Super-Resolution	23
RMCHN: A Residual Modular Cascaded Heterogeneous Network for Noise Suppression in DAS-VSP Records	23
An Online Distributed Satellite Cooperative Observation Scheduling Algorithm Based on Multiagent Deep Reinforcement Learning	23
TransRoadNet: A Novel Road Extraction Method for Remote Sensing Images via Combining High-Level Semantic Feature and Context	23
SSTNet: Spatial, Spectral, and Texture Aware Attention Network Using Hyperspectral Image for Corn Variety Identification	23
Multiscale Methods for Optical Remote-Sensing Image Captioning	22
A Full-Level Context Squeeze-and-Excitation ROI Extractor for SAR Ship Instance Segmentation	22
Adaptive Phase Detrending for GNSS Scintillation Detection: A Case Study Over Antarctica	22
Gas-Bearing Prediction Using Transfer Learning and CNNs: An Application to a Deep Tight Dolomite Reservoir	22
A Fast Omega-K Algorithm for Near-Field 3-D Imaging of MIMO Synthetic Aperture Radar Data	22
A Dictionary-Based SAR RFI Suppression Method via Robust PCA and Chirp Scaling Algorithm	22
An Optimized Training Method for GAN-Based Hyperspectral Image Classification	22
Multifeature Fusion-Based Hand Gesture Sensing and Recognition System	22
Interpretable Semisupervised Classification Method Under Multiple Smoothness Assumptions With Application to Lithology Identification	22
Atrous cGAN for SAR to Optical Image Translation	22
Autoencoder Network for Hyperspectral Unmixing With Adaptive Abundance Smoothing	22
Deep Siamese Network With Motion Fitting for Object Tracking in Satellite Videos	22
Constructing 10-m NDVI Time Series From Landsat 8 and Sentinel 2 Images Using Convolutional Neural Networks	22
A Bidirectional Long Short-Term Memory-Based Ionospheric foF2 and hmF2 Models for a Single Station in the Low Latitude Region	22
Rank-Full Arrays for 2-D Mirrored Aperture Synthesis	22
Self-Attention Guidance and Multiscale Feature Fusion-Based UAV Image Object Detection	22
Improving Landslide Detection on SAR Data Through Deep Learning	22
A Filtering Method for ICESat-2 Photon Point Cloud Data Based on Relative Neighboring Relationship and Local Weighted Distance Statistics	22
DifUnet++: A Satellite Images Change Detection Network Based on Unet++ and Differential Pyramid	22
Local Gradient Field Feature Contrast Measure for Infrared Small Target Detection	22
RFI Suppression Based on Linear Prediction in Synthetic Aperture Radar Data	22
Enhancing ISAR Resolution by a Generative Adversarial Network	22
Satellite-Based Analysis of Extreme Land Surface Temperatures and Diurnal Variability Across the Hottest Place on Earth	22
Joint Spatial–Spectral Attention Network for Hyperspectral Image Classification	21
Clutter Suppression in GPR B-Scan Images Using Robust Autoencoder	21
MP-ResNet: Multipath Residual Network for the Semantic Segmentation of High-Resolution PolSAR Images	21
Fully Squeezed Multiscale Inference Network for Fast and Accurate Saliency Detection in Optical Remote-Sensing Images	21
The Second-Order Synchrosqueezing Continuous Wavelet Transform and Its Application in the High-Speed-Train Induced Seismic Signal	21
A Lightweight Intrinsic Mean for Remote Sensing Classification With Lie Group Kernel Function	21
Rotated Feature Network for Multiorientation Object Detection of Remote-Sensing Images	21
Small Waterbody Extraction With Improved U-Net Using Zhuhai-1 Hyperspectral Remote Sensing Images	21
Fast Shape Parameter Estimation of the Complex Generalized Gaussian Distribution in SAR Images	21
Operational Coregistration of the Sentinel-2A/B Image Archive Using Multitemporal Landsat Spectral Averages	21
Exploring Transformer and Multilabel Classification for Remote Sensing Image Captioning	21
A Novel Keypoint Detector Combining Corners and Blobs for Remote Sensing Image Registration	21
Unsupervised Feature Learning Using Recurrent Neural Nets for Segmenting Hyperspectral Images	21
First Arrival Time Identification Using Transfer Learning With Continuous Wavelet Transform Feature Images	21
Lightweight Heterogeneous Kernel Convolution for Hyperspectral Image Classification With Noisy Labels	21
Dual-Channel Convolution Network With Image-Based Global Learning Framework for Hyperspectral Image Classification	21
Infrared Small Target Detection Network With Generate Label and Feature Mapping	21
Evaluation of the Initial Sea Surface Temperature From the HY-2B Scanning Microwave Radiometer	21