SOTAVerified

Remote Sensing Image Classification

Papers

Showing 125 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 Distillation0
A Diff-Attention Aware State Space Fusion Model for Remote Sensing ClassificationCode0
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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