IEEE Transactions on Geoscience and Remote Sensing

Papers
(The H4-Index of IEEE Transactions on Geoscience and Remote Sensing is 91. 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 2020-11-01 to 2024-11-01.)
ArticleCitations
Graph Convolutional Networks for Hyperspectral Image Classification1141
More Diverse Means Better: Multimodal Deep Learning Meets Remote-Sensing Imagery Classification910
SpectralFormer: Rethinking Hyperspectral Image Classification With Transformers564
Remote Sensing Image Change Detection With Transformers444
Residual Spectral–Spatial Attention Network for Hyperspectral Image Classification323
Align Deep Features for Oriented Object Detection312
Attentional Local Contrast Networks for Infrared Small Target Detection295
Attention-Based Adaptive Spectral–Spatial Kernel ResNet for Hyperspectral Image Classification273
TEMDnet: A Novel Deep Denoising Network for Transient Electromagnetic Signal With Signal-to-Image Transformation267
Spectral–Spatial Feature Tokenization Transformer for Hyperspectral Image Classification255
LANet: Local Attention Embedding to Improve the Semantic Segmentation of Remote Sensing Images247
Hyperspectral Image Classification With Attention-Aided CNNs236
A Deeply Supervised Attention Metric-Based Network and an Open Aerial Image Dataset for Remote Sensing Change Detection234
Multisource Data Reconstruction-Based Deep Unsupervised Hashing for Unisource Remote Sensing Image Retrieval230
CNN-Enhanced Graph Convolutional Network With Pixel- and Superpixel-Level Feature Fusion for Hyperspectral Image Classification230
Optical Remote Sensing Image Change Detection Based on Attention Mechanism and Image Difference222
Swin Transformer Embedding UNet for Remote Sensing Image Semantic Segmentation212
Nonoverflow Representation of Electromagnetic Field From Dipole Source in Cylindrical Media With Uniaxial Anisotropy208
SemiCDNet: A Semisupervised Convolutional Neural Network for Change Detection in High Resolution Remote-Sensing Images203
Hyperspectral Image Denoising via Tensor Low-Rank Prior and Unsupervised Deep Spatial–Spectral Prior203
Nonlocal Graph Convolutional Networks for Hyperspectral Image Classification194
An Anchor-Free Method Based on Feature Balancing and Refinement Network for Multiscale Ship Detection in SAR Images187
Few-Shot Hyperspectral Image Classification With Unknown Classes Using Multitask Deep Learning186
Ship Detection in Large-Scale SAR Images Via Spatial Shuffle-Group Enhance Attention184
An Effective Evaluation Tool for Hyperspectral Target Detection: 3D Receiver Operating Characteristic Curve Analysis176
MAP-Net: Multiple Attending Path Neural Network for Building Footprint Extraction From Remote Sensed Imagery176
Learning Center Probability Map for Detecting Objects in Aerial Images166
Polarization Estimation With Vector Sensor Array in the Underdetermined Case163
An Unsupervised Domain Adaptation Method Towards Multi-Level Features and Decision Boundaries for Cross-Scene Hyperspectral Image Classification160
Detail Injection-Based Deep Convolutional Neural Networks for Pansharpening159
Convolutional Autoencoder for Spectral–Spatial Hyperspectral Unmixing157
Multiattention Network for Semantic Segmentation of Fine-Resolution Remote Sensing Images151
Convolutional Neural Networks for Multimodal Remote Sensing Data Classification150
Distributed Acoustic Sensing Vertical Seismic Profile Data Denoiser Based on Convolutional Neural Network146
Hyperspectral Image Classification With Context-Aware Dynamic Graph Convolutional Network145
BockNet: Blind-Block Reconstruction Network With a Guard Window for Hyperspectral Anomaly Detection145
Anchor-Free Oriented Proposal Generator for Object Detection143
Super-Resolution Mapping Based on Spatial–Spectral Correlation for Spectral Imagery142
SwinSUNet: Pure Transformer Network for Remote Sensing Image Change Detection142
PSGAN: A Generative Adversarial Network for Remote Sensing Image Pan-Sharpening141
Relation Matters: Relational Context-Aware Fully Convolutional Network for Semantic Segmentation of High-Resolution Aerial Images140
Hyperspectral Image Denoising Using a 3-D Attention Denoising Network139
Coupled Convolutional Neural Network With Adaptive Response Function Learning for Unsupervised Hyperspectral Super Resolution133
Spectral Superresolution of Multispectral Imagery With Joint Sparse and Low-Rank Learning131
Automatic Weakly Supervised Object Detection From High Spatial Resolution Remote Sensing Images via Dynamic Curriculum Learning127
DLA-MatchNet for Few-Shot Remote Sensing Image Scene Classification126
Deep Cross-Domain Few-Shot Learning for Hyperspectral Image Classification126
Local Similarity-Based Spatial–Spectral Fusion Hyperspectral Image Classification With Deep CNN and Gabor Filtering124
SSR-NET: Spatial–Spectral Reconstruction Network for Hyperspectral and Multispectral Image Fusion122
Building Change Detection in VHR SAR Images via Unsupervised Deep Transcoding122
A Novel Pattern for Infrared Small Target Detection With Generative Adversarial Network119
Extended Vision Transformer (ExViT) for Land Use and Land Cover Classification: A Multimodal Deep Learning Framework119
Hyperspectral Image Denoising and Anomaly Detection Based on Low-Rank and Sparse Representations118
Multimodal Fusion Transformer for Remote Sensing Image Classification117
Scene-Driven Multitask Parallel Attention Network for Building Extraction in High-Resolution Remote Sensing Images116
CFC-Net: A Critical Feature Capturing Network for Arbitrary-Oriented Object Detection in Remote-Sensing Images114
Hyperspectral Image Classification Using Group-Aware Hierarchical Transformer113
LRR-Net: An Interpretable Deep Unfolding Network for Hyperspectral Anomaly Detection112
Spectral–Spatial Transformer Network for Hyperspectral Image Classification: A Factorized Architecture Search Framework112
RSVQA: Visual Question Answering for Remote Sensing Data111
Dimensionality Reduction and Classification of Hyperspectral Image via Multistructure Unified Discriminative Embedding111
ICIF-Net: Intra-Scale Cross-Interaction and Inter-Scale Feature Fusion Network for Bitemporal Remote Sensing Images Change Detection111
Transformer and CNN Hybrid Deep Neural Network for Semantic Segmentation of Very-High-Resolution Remote Sensing Imagery111
TransUNetCD: A Hybrid Transformer Network for Change Detection in Optical Remote-Sensing Images110
Classification of Hyperspectral Images via Multitask Generative Adversarial Networks108
Study of Systematic Bias in Measuring Surface Deformation With SAR Interferometry108
New Observations From the SWIM Radar On-Board CFOSAT: Instrument Validation and Ocean Wave Measurement Assessment108
Hyperspectral Image Classification Based on 3-D Octave Convolution With Spatial–Spectral Attention Network108
Infrared Dim and Small Target Detection via Multiple Subspace Learning and Spatial-Temporal Patch-Tensor Model107
DABNet: Deformable Contextual and Boundary-Weighted Network for Cloud Detection in Remote Sensing Images106
Remote Sensing Image Super-Resolution via Mixed High-Order Attention Network104
Fusion of Dual Spatial Information for Hyperspectral Image Classification104
Simultaneous Road Surface and Centerline Extraction From Large-Scale Remote Sensing Images Using CNN-Based Segmentation and Tracing101
Assessing the Threat of Adversarial Examples on Deep Neural Networks for Remote Sensing Scene Classification: Attacks and Defenses101
FEC: A Feature Fusion Framework for SAR Target Recognition Based on Electromagnetic Scattering Features and Deep CNN Features101
Hyperspectral Image Classification Using Mixed Convolutions and Covariance Pooling100
Exploring the Relationship Between 2D/3D Convolution for Hyperspectral Image Super-Resolution99
RRNet: Relational Reasoning Network With Parallel Multiscale Attention for Salient Object Detection in Optical Remote Sensing Images98
Hybrid Multiple Attention Network for Semantic Segmentation in Aerial Images97
A Fast Neighborhood Grouping Method for Hyperspectral Band Selection97
Hyperspectral Pansharpening Using Deep Prior and Dual Attention Residual Network97
Category-Wise Fusion and Enhancement Learning for Multimodal Remote Sensing Image Semantic Segmentation96
Road Segmentation for Remote Sensing Images Using Adversarial Spatial Pyramid Networks96
Infrared Small Target Detection via Nonconvex Tensor Fibered Rank Approximation95
HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline94
The Φ-Sat-1 Mission: The First On-Board Deep Neural Network Demonstrator for Satellite Earth Observation93
Hybrid Deep-Learning Network for Rapid On-Site Peak Ground Velocity Prediction92
Change Detection on Remote Sensing Images Using Dual-Branch Multilevel Intertemporal Network92
Morphological Transformation and Spatial-Logical Aggregation for Tree Species Classification Using Hyperspectral Imagery92
Multiscale Residual Network With Mixed Depthwise Convolution for Hyperspectral Image Classification92
Cross-Scene Hyperspectral Image Classification With Discriminative Cooperative Alignment91
Multiscale Diff-Changed Feature Fusion Network for Hyperspectral Image Change Detection91
Double-Factor-Regularized Low-Rank Tensor Factorization for Mixed Noise Removal in Hyperspectral Image91
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