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Remote Sensing Image Classification

Papers

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Showing 1–50 of 93 papers

TitleStatusHype
MVNet: Hyperspectral Remote Sensing Image Classification Based on Hybrid Mamba-Transformer Vision Backbone ArchitectureCode0
Remote Sensing Image Classification with Decoupled Knowledge Distillation—0
A Diff-Attention Aware State Space Fusion Model for Remote Sensing ClassificationCode0
A Multi-Modal Federated Learning Framework for Remote Sensing Image Classification—0
Remote Sensing Image Classification Using Convolutional Neural Network (CNN) and Transfer Learning Techniques—0
A synergistic CNN-transformer network with pooling attention fusion for hyperspectral image classificationCode1
Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image ClassificationCode1
FedRSClip: Federated Learning for Remote Sensing Scene Classification Using Vision-Language Models—0
RemoteTrimmer: Adaptive Structural Pruning for Remote Sensing Image ClassificationCode0
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification—0
Cloud Adversarial Example Generation for Remote Sensing Image Classification—0
Onboard Satellite Image Classification for Earth Observation: A Comparative Study of ViT ModelsCode0
Low Saturation Confidence Distribution-based Test-Time Adaptation for Cross-Domain Remote Sensing Image Classification—0
MSFMamba: Multi-Scale Feature Fusion State Space Model for Multi-Source Remote Sensing Image ClassificationCode1
Quanv4EO: Empowering Earth Observation by means of Quanvolutional Neural Networks—0
Gradient-Guided Multiscale Focal Attention Network for Remote Sensing Scene ClassificationCode0
Transformer-based Federated Learning for Multi-Label Remote Sensing Image Classification—0
A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification—0
SOAR: Advancements in Small Body Object Detection for Aerial Imagery Using State Space Models and Programmable Gradients—0
Achieving Rotation Invariance in Convolution Operations: Shifting from Data-Driven to Mechanism-Assured—0
FlightScope: An Experimental Comparative Review of Aircraft Detection Algorithms in Satellite ImageryCode1
RSMamba: Remote Sensing Image Classification with State Space ModelCode3
Leveraging feature communication in federated learning for remote sensing image classification—0
ViGEO: an Assessment of Vision GNNs in Earth ObservationCode0
On the Promises and Challenges of Multimodal Foundation Models for Geographical, Environmental, Agricultural, and Urban Planning Applications—0
Learning transformer-based heterogeneously salient graph representation for multimodal remote sensing image classification—0
Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification—0
SS-MAE: Spatial-Spectral Masked Auto-Encoder for Multi-Source Remote Sensing Image ClassificationCode1
FedSN: A Federated Learning Framework over Heterogeneous LEO Satellite Networks—0
A Novel Multi-scale Attention Feature Extraction Block for Aerial Remote Sensing Image Classification—0
DGCNet: An Efficient 3D-Densenet based on Dynamic Group Convolution for Hyperspectral Remote Sensing Image ClassificationCode0
In-Domain Self-Supervised Learning Improves Remote Sensing Image Scene Classification—0
Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial PredictionsCode1
Quantitative Analysis of Primary Attribution Explainable Artificial Intelligence Methods for Remote Sensing Image ClassificationCode0
Transformer-based Multi-Modal Learning for Multi Label Remote Sensing Image Classification—0
Nearest Neighbor Based Out-of-Distribution Detection in Remote Sensing Scene Classification—0
MMFormer: Multimodal Transformer Using Multiscale Self-Attention for Remote Sensing Image Classification—0
FireRisk: A Remote Sensing Dataset for Fire Risk Assessment with Benchmarks Using Supervised and Self-supervised LearningCode1
A Light-weight Deep Learning Model for Remote Sensing Image Classification—0
Example-Based Explainable AI and its Application for Remote Sensing Image Classification—0
Universal Domain Adaptation for Remote Sensing Image Scene ClassificationCode1
DDIPNet and DDIPNet+: Discriminant Deep Image Prior Networks for Remote Sensing Image Classification—0
A Robust and Low Complexity Deep Learning Model for Remote Sensing Image Classification—0
Semantic Interleaving Global Channel Attention for Multilabel Remote Sensing Image ClassificationCode1
On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification—0
Current Trends in Deep Learning for Earth Observation: An Open-source Benchmark Arena for Image ClassificationCode2
Remote Sensing Image Classification using Transfer Learning and Attention Based Deep Neural Network—0
Self-Attention-Based Deep Feature Fusion for Remote Sensing Scene ClassificationCode1
Bayesian Convolutional Neural Networks for Limited Data Hyperspectral Remote Sensing Image Classification—0
Optical Remote Sensing Image Understanding with Weak Supervision: Concepts, Methods, and Perspectives—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MAE (ViT-B/16)Accuracy (%)65.29—Unverified
2DINO (ViT-B/16)Accuracy (%)63.36—Unverified
3ViT-B/16Accuracy (%)63.31—Unverified
4ResNet-50Accuracy (%)63.2—Unverified