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Remote Sensing Image Classification

Papers

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Showing 1–50 of 93 papers

TitleStatusHype
RSMamba: Remote Sensing Image Classification with State Space ModelCode3
Current Trends in Deep Learning for Earth Observation: An Open-source Benchmark Arena for Image ClassificationCode2
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
MSFMamba: Multi-Scale Feature Fusion State Space Model for Multi-Source Remote Sensing Image ClassificationCode1
FlightScope: An Experimental Comparative Review of Aircraft Detection Algorithms in Satellite ImageryCode1
SS-MAE: Spatial-Spectral Masked Auto-Encoder for Multi-Source Remote Sensing Image ClassificationCode1
Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial PredictionsCode1
FireRisk: A Remote Sensing Dataset for Fire Risk Assessment with Benchmarks Using Supervised and Self-supervised LearningCode1
Universal Domain Adaptation for Remote Sensing Image Scene ClassificationCode1
Semantic Interleaving Global Channel Attention for Multilabel Remote Sensing Image ClassificationCode1
Self-Attention-Based Deep Feature Fusion for Remote Sensing Scene ClassificationCode1
Multimodal Fusion Transformer for Remote Sensing Image ClassificationCode1
DKDFN: Domain Knowledge-Guided deep collaborative fusion network for multimodal unitemporal remote sensing land cover classificationCode1
Deep Transfer Learning for Land Use and Land Cover Classification: A Comparative StudyCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview CodingCode1
Remote Sensing Image Classification with the SEN12MS DatasetCode1
Attention-Based Second-Order Pooling Network for Hyperspectral Image ClassificationCode1
The color out of space: learning self-supervised representations for Earth Observation imageryCode1
Small-Object Detection in Remote Sensing Images with End-to-End Edge-Enhanced GAN and Object Detector NetworkCode1
Lake Ice Monitoring with Webcams and Crowd-Sourced ImagesCode1
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
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
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
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
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
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
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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