IEEE Geoscience and Remote Sensing Letters

Papers
(The TQCC of IEEE Geoscience and Remote Sensing Letters is 7. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-07-01 to 2024-07-01.)
ArticleCitations
SNUNet-CD: A Densely Connected Siamese Network for Change Detection of VHR Images325
Building Change Detection for Remote Sensing Images Using a Dual-Task Constrained Deep Siamese Convolutional Network Model279
A Local Contrast Method for Infrared Small-Target Detection Utilizing a Tri-Layer Window185
SCAttNet: Semantic Segmentation Network With Spatial and Channel Attention Mechanism for High-Resolution Remote Sensing Images175
Infrared Small Target Detection Based on the Weighted Strengthened Local Contrast Measure151
Cross-Scale Feature Fusion for Object Detection in Optical Remote Sensing Images151
Self-Attention-Based Deep Feature Fusion for Remote Sensing Scene Classification120
A Fast and Compact 3-D CNN for Hyperspectral Image Classification118
Remote Sensing Image Classification Based on a Cross-Attention Mechanism and Graph Convolution113
Seismic Impedance Inversion Using Fully Convolutional Residual Network and Transfer Learning106
A Novel Transformer Based Semantic Segmentation Scheme for Fine-Resolution Remote Sensing Images94
Deep Encoder–Decoder Networks for Classification of Hyperspectral and LiDAR Data89
Remote Sensing Image Scene Classification Based on an Enhanced Attention Module87
Multistage Attention ResU-Net for Semantic Segmentation of Fine-Resolution Remote Sensing Images84
ShipDeNet-20: An Only 20 Convolution Layers and <1-MB Lightweight SAR Ship Detector81
Classification of Large-Scale High-Resolution SAR Images With Deep Transfer Learning75
Multilayer Feature Fusion Network for Scene Classification in Remote Sensing75
MLFcGAN: Multilevel Feature Fusion-Based Conditional GAN for Underwater Image Color Correction72
Dual-Path Siamese CNN for Hyperspectral Image Classification With Limited Training Samples72
Underwater Acoustic Target Classification Based on Dense Convolutional Neural Network71
DSSNet: A Simple Dilated Semantic Segmentation Network for Hyperspectral Imagery Classification71
Prediction of 3-D Ocean Temperature by Multilayer Convolutional LSTM70
When CNNs Meet Vision Transformer: A Joint Framework for Remote Sensing Scene Classification69
Contrasting YOLOv5, Transformer, and EfficientDet Detectors for Crop Circle Detection in Desert69
Nearshore Bathymetry From Fusion of Sentinel-2 and ICESat-2 Observations69
A Combined Loss-Based Multiscale Fully Convolutional Network for High-Resolution Remote Sensing Image Change Detection68
Implementation of Hybrid Deep Learning Model (LSTM-CNN) for Ionospheric TEC Forecasting Using GPS Data68
Unsupervised Dimensionality Reduction for Hyperspectral Imagery via Local Geometric Structure Feature Learning65
Domain Adaption for Fine-Grained Urban Village Extraction From Satellite Images63
Semisupervised Change Detection Using Graph Convolutional Network63
Corn Plant Counting Using Deep Learning and UAV Images62
A Noise Removal Algorithm Based on OPTICS for Photon-Counting LiDAR Data62
Inverse Synthetic Aperture Radar Imaging Using a Fully Convolutional Neural Network62
RISTDnet: Robust Infrared Small Target Detection Network62
Semisupervised Classification Based on SLIC Segmentation for Hyperspectral Image61
A Double-Neighborhood Gradient Method for Infrared Small Target Detection60
Development of a Dual-Attention U-Net Model for Sea Ice and Open Water Classification on SAR Images59
ISTDU-Net: Infrared Small-Target Detection U-Net58
Optimization for Arbitrary-Oriented Object Detection via Representation Invariance Loss57
A Lightweight Faster R-CNN for Ship Detection in SAR Images57
Graph Sample and Aggregate-Attention Network for Hyperspectral Image Classification55
Simple Multiscale UNet for Change Detection With Heterogeneous Remote Sensing Images54
Metric-Learning-Based Deep Hashing Network for Content-Based Retrieval of Remote Sensing Images52
Remote Sensing Image Scene Classification With Self-Supervised Paradigm Under Limited Labeled Samples52
SAR Image Change Detection Based on Multiscale Capsule Network52
Fusformer: A Transformer-Based Fusion Network for Hyperspectral Image Super-Resolution52
Infrared Moving Small-Target Detection Using Spatial–Temporal Local Difference Measure52
Robust Matching for SAR and Optical Images Using Multiscale Convolutional Gradient Features51
Residual Encoder–Decoder Conditional Generative Adversarial Network for Pansharpening51
Denoising-Based Multiscale Feature Fusion for Remote Sensing Image Captioning49
APDC-Net: Attention Pooling-Based Convolutional Network for Aerial Scene Classification49
Deep Unsupervised Blind Hyperspectral and Multispectral Data Fusion48
Seismic Signal Denoising Using $f-x$ Variational Mode Decomposition47
Automatic Lithology Identification by Applying LSTM to Logging Data: A Case Study in X Tight Rock Reservoirs47
Pyramid Attention Dilated Network for Aircraft Detection in SAR Images47
Semisupervised Classification for Hyperspectral Images Using Graph Attention Networks47
Change Detection in Synthetic Aperture Radar Images Using a Dual-Domain Network46
Gaussian Inflection Point Selection for LiDAR Hidden Echo Signal Decomposition46
Unsupervised Segmentation of Hyperspectral Images Using 3-D Convolutional Autoencoders46
A Machine Learning Scheme for Estimating the Diameter of Reinforcing Bars Using Ground Penetrating Radar46
Balance Scene Learning Mechanism for Offshore and Inshore Ship Detection in SAR Images46
MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images45
Learning-Shared Cross-Modality Representation Using Multispectral-LiDAR and Hyperspectral Data45
Spectral–Spatial Hyperspectral Classification via Structural-Kernel Collaborative Representation44
Auto Color Correction of Underwater Images Utilizing Depth Information43
A Coarse-to-Fine Two-Stage Attentive Network for Haze Removal of Remote Sensing Images43
Squeeze-and-Excitation Laplacian Pyramid Network With Dual-Polarization Feature Fusion for Ship Classification in SAR Images43
Robust Infrared Small Target Detection via Multidirectional Derivative-Based Weighted Contrast Measure42
DAGN: A Real-Time UAV Remote Sensing Image Vehicle Detection Framework42
Rank-Based Local Self-Similarity Descriptor for Optical-to-SAR Image Matching42
Fully Convolutional Network-Based Ensemble Method for Road Extraction From Aerial Images42
Seismic Data Reconstruction Using Deep Bidirectional Long Short-Term Memory With Skip Connections42
A CNN-Based Coherence-Driven Approach for InSAR Phase Unwrapping42
PPCNET: A Combined Patch-Level and Pixel-Level End-to-End Deep Network for High-Resolution Remote Sensing Image Change Detection42
Hyperspectral Anomaly Detection via Integration of Feature Extraction and Background Purification41
Seeing Through the Clouds With DeepWaterMap41
Intelligent Sampling for Vegetation Nitrogen Mapping Based on Hybrid Machine Learning Algorithms41
Deep Learning Approach for Earthquake Parameters Classification in Earthquake Early Warning System41
Semantic Segmentation of Remote Sensing Images With Sparse Annotations40
Multispectral Change Detection With Bilinear Convolutional Neural Networks40
Hyperspectral Image Classification With Contrastive Self-Supervised Learning Under Limited Labeled Samples40
A Novel Spatiotemporal Saliency Method for Low-Altitude Slow Small Infrared Target Detection39
Band Selection of Hyperspectral Images Using Attention-Based Autoencoders39
Deep Half-Siamese Networks for Hyperspectral Unmixing39
GIS-Supervised Building Extraction With Label Noise-Adaptive Fully Convolutional Neural Network39
Multiscale Attention Network Guided With Change Gradient Image for Land Cover Change Detection Using Remote Sensing Images39
Robust Shadow Tracking for Video SAR39
Ship Detection and Direction Finding Based on Time-Frequency Analysis for Compact HF Radar38
Fast Electromagnetic Inversion of Inhomogeneous Scatterers Embedded in Layered Media by Born Approximation and 3-D U-Net38
Unsupervised Deep Transfer Learning-Based Change Detection for HR Multispectral Images38
A Deep-Learning Approach for Automatic Counting of Soybean Insect Pests38
DCNNs-Based Denoising With a Novel Data Generation for Multidimensional Geological Structures Learning37
Desiccating Lake Urmia: A New Dust Source of Regional Importance37
DARecNet-BS: Unsupervised Dual-Attention Reconstruction Network for Hyperspectral Band Selection37
An Improved Map-Drift Algorithm for Unmanned Aerial Vehicle SAR Imaging36
Transferring CNN Ensemble for Hyperspectral Image Classification36
MSTDSNet-CD: Multiscale Swin Transformer and Deeply Supervised Network for Change Detection of the Fast-Growing Urban Regions35
A GNSS-R Geophysical Model Function: Machine Learning for Wind Speed Retrievals35
NL-LinkNet: Toward Lighter But More Accurate Road Extraction With Nonlocal Operations35
High-Resolution and Wide-Swath SAR Imaging Mode Using Frequency Diverse Planar Array34
Multiscale Feature Learning by Transformer for Building Extraction From Satellite Images34
Complex-Valued Full Convolutional Neural Network for SAR Target Classification34
Classification of Human Activity Based on Radar Signal Using 1-D Convolutional Neural Network34
Spatio-Temporal Deep Learning Approach to Map Deforestation in Amazon Rainforest34
High-Order Synchroextracting Time–Frequency Analysis and Its Application in Seismic Hydrocarbon Reservoir Identification34
Combining Multilevel Features for Remote Sensing Image Scene Classification With Attention Model34
A Novel Approach for Spaceborne SAR Scattered-Wave Deception Jamming Using Frequency Diverse Array34
An Enhanced 3-D Discrete Wavelet Transform for Hyperspectral Image Classification34
Reconstructing of High-Spatial-Resolution Three-Dimensional Electron Density by Ingesting SAR-Derived VTEC Into IRI Model34
S²ENet: Spatial–Spectral Cross-Modal Enhancement Network for Classification of Hyperspectral and LiDAR Data33
Interpretable Deep Learning Framework for Land Use and Land Cover Classification in Remote Sensing Using SHAP33
The Denoising of Desert Seismic Data Based on Cycle-GAN With Unpaired Data Training33
Contrastive Self-Supervised Learning With Smoothed Representation for Remote Sensing33
Fusion of Multispectral LiDAR, Hyperspectral, and RGB Data for Urban Land Cover Classification33
Adaptive Dictionary Learning for Blind Seismic Data Denoising33
Deep Learning Prior Model for Unsupervised Seismic Data Random Noise Attenuation33
Multitask Learning of Height and Semantics From Aerial Images33
Convolution Transformer Mixer for Hyperspectral Image Classification32
The Development and Evaluation of a Backpack LiDAR System for Accurate and Efficient Forest Inventory32
Seismic Facies Analysis Based on Deep Learning32
PEGNet: Progressive Edge Guidance Network for Semantic Segmentation of Remote Sensing Images32
DIAT-μSAT: Small Aerial Targets’ Micro-Doppler Signatures and Their Classification Using CNN32
Multitask Deep Learning With Spectral Knowledge for Hyperspectral Image Classification32
Multiscale Convolutional Neural Networks for Geospatial Object Detection in VHR Satellite Images32
Small Infrared Target Detection Based on Fast Adaptive Masking and Scaling With Iterative Segmentation32
GAN-Based Siamese Framework for Landslide Inventory Mapping Using Bi-Temporal Optical Remote Sensing Images32
Albedo Retrieval From Sentinel-2 by New Narrow-to-Broadband Conversion Coefficients31
Remote Sensing Image Scene Classification Based on Global–Local Dual-Branch Structure Model31
Deep Prior-Based Unsupervised Reconstruction of Irregularly Sampled Seismic Data31
Fine-Grained Building Change Detection From Very High-Spatial-Resolution Remote Sensing Images Based on Deep Multitask Learning31
A Multiscale Deep Learning Approach for High-Resolution Hyperspectral Image Classification31
Deep Residual Learning for Boosting the Accuracy of Hyperspectral Pansharpening31
Fast Spectral Embedded Clustering Based on Structured Graph Learning for Large-Scale Hyperspectral Image31
Hybrid Dilated Convolution Guided Feature Filtering and Enhancement Strategy for Hyperspectral Image Classification30
Conjunction of Active and Semi-Supervised Learning for Wireline Logs-Based Automatic Lithology Identification30
An Unsupervised Deep Learning Method for Denoising Prestack Random Noise30
Multibranch Selective Kernel Networks for Hyperspectral Image Classification30
A Full-Level Context Squeeze-and-Excitation ROI Extractor for SAR Ship Instance Segmentation29
A Semisupervised GAN-Based Multiple Change Detection Framework in Multi-Spectral Images29
Land Cover Classification From VHR Optical Remote Sensing Images by Feature Ensemble Deep Learning Network29
Sentinel-1 and Sentinel-2 Data Fusion for Urban Change Detection Using a Dual Stream U-Net29
SAR Target Recognition With Limited Training Data Based on Angular Rotation Generative Network29
A Novel False Alarm Suppression Method for CNN-Based SAR Ship Detector29
A Superpixel-Based Dual Window RX for Hyperspectral Anomaly Detection29
Multiparameter Full-Waveform Inversion of 3-D On-Ground GPR With a Modified Total Variation Regularization Scheme29
Unsupervised Domain Adaptation of High-Resolution Aerial Images via Correlation Alignment and Self Training29
Fully Convolutional Siamese Autoencoder for Change Detection in UAV Aerial Images29
Scale Sensitive Neural Network for Road Segmentation in High-Resolution Remote Sensing Images29
SUnCNN: Sparse Unmixing Using Unsupervised Convolutional Neural Network28
CSANet: Cross-Temporal Interaction Symmetric Attention Network for Hyperspectral Image Change Detection28
A Lightweight Spectral-Spatial Convolution Module for Hyperspectral Image Classification28
Human Detection Based on Time-Varying Signature on Range-Doppler Diagram Using Deep Neural Networks28
Physics-Constrained Seismic Impedance Inversion Based on Deep Learning28
Human Target Detection Based on FCN for Through-the-Wall Radar Imaging28
Change Detection in Image Time-Series Using Unsupervised LSTM28
A New Crop Classification Method Based on the Time-Varying Feature Curves of Time Series Dual-Polarization Sentinel-1 Data Sets28
Landslide Susceptibility Modeling Using Bagging-Based Positive-Unlabeled Learning27
Superpixel-Based Graph Laplacian Regularization for Sparse Hyperspectral Unmixing27
L-UNet: An LSTM Network for Remote Sensing Image Change Detection27
Capsule Feature Pyramid Network for Building Footprint Extraction From High-Resolution Aerial Imagery27
Generative Adversarial Capsule Network With ConvLSTM for Hyperspectral Image Classification27
Adaptive Local Structure Consistency-Based Heterogeneous Remote Sensing Change Detection27
Infrared Small UAV Target Detection Based on Residual Image Prediction via Global and Local Dilated Residual Networks27
Elastic Reflection Waveform Inversion With a Nonlinear Born Scattering Operator for Multiparameter Reconstruction27
Fast-AIC Method for Automatic First Arrivals Picking of Microseismic Event With Multitrace Energy Stacking Envelope Summation27
A Low-Rank and Sparse Matrix Decomposition- Based Dictionary Reconstruction and Anomaly Extraction Framework for Hyperspectral Anomaly Detection27
Intelligent Image Segmentation for Organic-Rich Shales Using Random Forest, Wavelet Transform, and Hessian Matrix27
A Hybrid Capsule Network for Land Cover Classification Using Multispectral LiDAR Data27
Unsupervised Remote Sensing Image Retrieval Using Probabilistic Latent Semantic Hashing27
A Mask Attention Interaction and Scale Enhancement Network for SAR Ship Instance Segmentation27
Local Histogram-Based Analysis for Detecting Land Cover Change Using VHR Remote Sensing Images26
Transferable SAR Image Classification Crossing Different Satellites Under Open Set Condition26
Scene Overlap Prediction for LiDAR-Based Place Recognition26
Self-Attentive Generative Adversarial Network for Cloud Detection in High Resolution Remote Sensing Images26
A Spectral–Spatial Change Detection Method Based on Simplified 3-D Convolutional Autoencoder for Multitemporal Hyperspectral Images26
Combining t-Distributed Stochastic Neighbor Embedding With Convolutional Neural Networks for Hyperspectral Image Classification26
FRPNet: A Feature-Reflowing Pyramid Network for Object Detection of Remote Sensing Images26
SSPNet: Scale Selection Pyramid Network for Tiny Person Detection From UAV Images26
Low-Profile, Low-Frequency, UWB Antenna for Imaging of Deeply Buried Targets26
An Advanced Superpixel-Based Markov Random Field Model for Unsupervised Change Detection26
An End-to-End Network for Remote Sensing Imagery Semantic Segmentation via Joint Pixel- and Representation-Level Domain Adaptation26
CatBoost for RS Image Classification With Pseudo Label Support From Neighbor Patches-Based Clustering26
Grid Network: Feature Extraction in Anisotropic Perspective for Hyperspectral Image Classification26
Seismic Random Noise Reduction Using Adaptive Threshold Combined Scale and Directional Characteristics of Shearlet Transform26
Cooperative Spectral–Spatial Attention Dense Network for Hyperspectral Image Classification26
SPN: Stable Prototypical Network for Few-Shot Learning-Based Hyperspectral Image Classification26
Remote-Sensing Image Captioning Based on Multilayer Aggregated Transformer26
Crop Yield Estimation and Interpretability With Gaussian Processes26
A Machine Learning Method for Inland Water Detection Using CYGNSS Data26
Unsupervised Pixel-Wise Hyperspectral Anomaly Detection via Autoencoding Adversarial Networks26
RCEN: A Deep-Learning-Based Background Noise Suppression Method for DAS-VSP Records25
Maritime Target Detection Based on Radar Graph Data and Graph Convolutional Network25
Adaptive Superpixel-Level CFAR Detector for SAR Inshore Dense Ship Detection25
PickCapsNet: Capsule Network for Automatic P-Wave Arrival Picking25
PolSAR Image Classification Based on Deep Convolutional Neural Networks Using Wavelet Transformation25
Multilevel Feature Fusion Networks With Adaptive Channel Dimensionality Reduction for Remote Sensing Scene Classification25
Convolutional Transformer Network for Hyperspectral Image Classification25
A Novel Loss Function for Optical and SAR Image Matching: Balanced Positive and Negative Samples25
Lightweight Two-Stream Convolutional Neural Network for SAR Target Recognition25
Seismic Absorption Qualitative Indicator via Sparse Group-Lasso-Based Time–Frequency Representation25
Unsupervised Adversarial Domain Adaptation Network for Semantic Segmentation25
DeepImaging: A Ground Moving Target Imaging Based on CNN for SAR-GMTI System25
Edge Detection Guide Network for Semantic Segmentation of Remote-Sensing Images24
A Transformer-Based Deep Learning Network for Underwater Acoustic Target Recognition24
IDLN: Iterative Distribution Learning Network for Few-Shot Remote Sensing Image Scene Classification24
DSFNet: Dynamic and Static Fusion Network for Moving Object Detection in Satellite Videos24
PA-Former: Learning Prior-Aware Transformer for Remote Sensing Building Change Detection24
A Drone Fitted With a Magnetometer Detects Landmines24
Attention-Based Convolutional Neural Network for Earthquake Event Classification24
CloudU-Net: A Deep Convolutional Neural Network Architecture for Daytime and Nighttime Cloud Images’ Segmentation24
PolSAR Ship Detection Based on Polarimetric Correlation Pattern23
Consecutively Missing Seismic Data Interpolation Based on Coordinate Attention Unet23
SAR Image Colorization Using Multidomain Cycle-Consistency Generative Adversarial Network23
DifUnet++: A Satellite Images Change Detection Network Based on Unet++ and Differential Pyramid23
Remote Sensing Image Fusion Based on Fuzzy Logic and Salience Measure23
An Open Set Recognition Method for SAR Targets Based on Multitask Learning23
Class-Guided Swin Transformer for Semantic Segmentation of Remote Sensing Imagery23
Dynamic Hand Gesture Recognition Based on Micro-Doppler Radar Signatures Using Hidden Gauss–Markov Models23
Landslide Susceptibility Prediction Using Sparse Feature Extraction and Machine Learning Models Based on GIS and Remote Sensing23
Assessment of ERA5-Land Volumetric Soil Water Layer Product Using In Situ and SMAP Soil Moisture Observations23
Channel Attention-Based Temporal Convolutional Network for Satellite Image Time Series Classification23
A Convolutional Autoencoder Method for Simultaneous Seismic Data Reconstruction and Denoising23
A Color Enhancement Scene Estimation Approach for Single Image Haze Removal23
Transfer Learning for Segmenting Dimensionally Reduced Hyperspectral Images23
An Unsupervised Generative Neural Approach for InSAR Phase Filtering and Coherence Estimation23
Small Waterbody Extraction With Improved U-Net Using Zhuhai-1 Hyperspectral Remote Sensing Images22
Scale-Adaptive Human Target Tracking for Through-Wall Imaging Radar22
A High-Accuracy Synchronization Phase-Compensation Method Based on Kalman Filter for Bistatic Synthetic Aperture Radar22
A High-Effective Implementation of Ship Detector for SAR Images22
Seismic Data Interpolation Using Dual-Domain Conditional Generative Adversarial Networks22
Constructing 10-m NDVI Time Series From Landsat 8 and Sentinel 2 Images Using Convolutional Neural Networks22
UAV-Borne FMCW InSAR for Focusing Buried Objects22
Image-Based Time Series Representations for Pixelwise Eucalyptus Region Classification: A Comparative Study22
Penetration Properties of Ground Penetrating Radar Waves Through Rebar Grids22
Satellite-Based Analysis of Extreme Land Surface Temperatures and Diurnal Variability Across the Hottest Place on Earth22
Using Adversarial Network for Multiple Change Detection in Bitemporal Remote Sensing Imagery22
Analysis on the Building of Training Dataset for Deep Learning SAR Despeckling22
Autoencoder Network for Hyperspectral Unmixing With Adaptive Abundance Smoothing22
U-IMG2DSM: Unpaired Simulation of Digital Surface Models With Generative Adversarial Networks22
Generalized Ambiguity Function for FDA Radar Joint Range, Angle and Doppler Resolution Evaluation22
A Dictionary-Based SAR RFI Suppression Method via Robust PCA and Chirp Scaling Algorithm22
Multifeature Fusion-Based Hand Gesture Sensing and Recognition System22
Spectral–Spatial Residual Graph Attention Network for Hyperspectral Image Classification22
Few-Shot Object Detection of Remote Sensing Images via Two-Stage Fine-Tuning22
DenseNet-Based Land Cover Classification Network With Deep Fusion22
Declutter-GAN: GPR B-Scan Data Clutter Removal Using Conditional Generative Adversarial Nets22
Wave Height Estimation Based on the Phase Time Series of Millimeter-Wave Radar22
HCANet: A Hierarchical Context Aggregation Network for Semantic Segmentation of High-Resolution Remote Sensing Images22
RFI Suppression Based on Linear Prediction in Synthetic Aperture Radar Data22
Joint Spatial–Spectral Attention Network for Hyperspectral Image Classification22
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