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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
Semantic Interleaving Global Channel Attention for Multilabel Remote Sensing Image ClassificationCode1
Small-Object Detection in Remote Sensing Images with End-to-End Edge-Enhanced GAN and Object Detector NetworkCode1
Attention-Based Second-Order Pooling Network for Hyperspectral Image ClassificationCode1
FireRisk: A Remote Sensing Dataset for Fire Risk Assessment with Benchmarks Using Supervised and Self-supervised LearningCode1
Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial PredictionsCode1
SS-MAE: Spatial-Spectral Masked Auto-Encoder for Multi-Source Remote Sensing Image ClassificationCode1
The color out of space: learning self-supervised representations for Earth Observation imageryCode1
A synergistic CNN-transformer network with pooling attention fusion for hyperspectral image classificationCode1
DKDFN: Domain Knowledge-Guided deep collaborative fusion network for multimodal unitemporal remote sensing land cover classificationCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
MSFMamba: Multi-Scale Feature Fusion State Space Model for Multi-Source Remote Sensing Image ClassificationCode1
Universal Domain Adaptation for Remote Sensing Image Scene ClassificationCode1
Multimodal Fusion Transformer for Remote Sensing Image ClassificationCode1
Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image ClassificationCode1
Lake Ice Monitoring with Webcams and Crowd-Sourced ImagesCode1
Remote Sensing Image Classification with the SEN12MS DatasetCode1
FlightScope: An Experimental Comparative Review of Aircraft Detection Algorithms in Satellite ImageryCode1
Self-Attention-Based Deep Feature Fusion for Remote Sensing Scene ClassificationCode1
Deep Transfer Learning for Land Use and Land Cover Classification: A Comparative StudyCode1
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview CodingCode1
Wide Contextual Residual Network with Active Learning for Remote Sensing Image ClassificationCode0
A Diff-Attention Aware State Space Fusion Model for Remote Sensing ClassificationCode0
MVNet: Hyperspectral Remote Sensing Image Classification Based on Hybrid Mamba-Transformer Vision Backbone ArchitectureCode0
Onboard Satellite Image Classification for Earth Observation: A Comparative Study of ViT ModelsCode0
Photi-LakeIce DatasetCode0
Quantitative Analysis of Primary Attribution Explainable Artificial Intelligence Methods for Remote Sensing Image ClassificationCode0
Gradient-Guided Multiscale Focal Attention Network for Remote Sensing Scene ClassificationCode0
A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-LabelsCode0
Lake Ice Detection from Sentinel-1 SAR with Deep LearningCode0
LAKE ICE MONITORING WITH WEBCAMSCode0
RemoteTrimmer: Adaptive Structural Pruning for Remote Sensing Image ClassificationCode0
RSI-CB: A Large Scale Remote Sensing Image Classification Benchmark via Crowdsource DataCode0
DGCNet: An Efficient 3D-Densenet based on Dynamic Group Convolution for Hyperspectral Remote Sensing Image ClassificationCode0
DISIR: Deep Image Segmentation with Interactive RefinementCode0
Divergence Regulated Encoder Network for Joint Dimensionality Reduction and ClassificationCode0
ViGEO: an Assessment of Vision GNNs in Earth ObservationCode0
Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image ClassificationCode0
Quanv4EO: Empowering Earth Observation by means of Quanvolutional Neural Networks—0
Recent Developments from Attribute Profiles for Remote Sensing Image Classification—0
Remote sensing image classification exploiting multiple kernel learning—0
Remote Sensing Image Classification using Transfer Learning and Attention Based Deep Neural Network—0
Remote Sensing Image Classification Using Convolutional Neural Network (CNN) and Transfer Learning Techniques—0
Remote Sensing Image Classification with Large Scale Gaussian Processes—0
Remote Sensing Image Classification with Decoupled Knowledge Distillation—0
SatImNet: Structured and Harmonised Training Data for Enhanced Satellite Imagery 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
Integrating global spatial features in CNN based Hyperspectral/SAR imagery 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