SOTAVerified

Remote Sensing Image Classification

Papers

Showing 110 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
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Benchmark Results

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