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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
FlightScope: An Experimental Comparative Review of Aircraft Detection Algorithms in Satellite ImageryCode1
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview CodingCode1
Attention-Based Second-Order Pooling Network for Hyperspectral Image ClassificationCode1
The color out of space: learning self-supervised representations for Earth Observation imageryCode1
Self-Attention-Based Deep Feature Fusion for Remote Sensing Scene ClassificationCode1
Lake Ice Monitoring with Webcams and Crowd-Sourced ImagesCode1
Deep Transfer Learning for Land Use and Land Cover Classification: A Comparative StudyCode1
Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial PredictionsCode1
Small-Object Detection in Remote Sensing Images with End-to-End Edge-Enhanced GAN and Object Detector NetworkCode1
Semantic Interleaving Global Channel Attention for Multilabel Remote Sensing 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
Multimodal Fusion Transformer for Remote Sensing Image ClassificationCode1
SS-MAE: Spatial-Spectral Masked Auto-Encoder for Multi-Source Remote Sensing Image ClassificationCode1
Universal Domain Adaptation for Remote Sensing Image Scene ClassificationCode1
Remote Sensing Image Classification with the SEN12MS DatasetCode1
Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image ClassificationCode1
A synergistic CNN-transformer network with pooling attention fusion for hyperspectral image classificationCode1
FireRisk: A Remote Sensing Dataset for Fire Risk Assessment with Benchmarks Using Supervised and Self-supervised LearningCode1
Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification—0
FedRSClip: Federated Learning for Remote Sensing Scene Classification Using Vision-Language Models—0
FedSN: A Federated Learning Framework over Heterogeneous LEO Satellite Networks—0
Hyperspectral Remote Sensing Image Classification Based on Multi-scale Cross Graphic Convolution—0
In-Domain Self-Supervised Learning Improves Remote Sensing Image Scene Classification—0
Land-Cover Classification with High-Resolution Remote Sensing Images Using Transferable Deep Models—0
Learning transformer-based heterogeneously salient graph representation for multimodal remote sensing image classification—0
Leveraging feature communication in federated learning for remote sensing image classification—0
Low Saturation Confidence Distribution-based Test-Time Adaptation for Cross-Domain Remote Sensing Image Classification—0
MARTA GANs: Unsupervised Representation Learning for Remote Sensing Image Classification—0
MMFormer: Multimodal Transformer Using Multiscale Self-Attention for Remote Sensing Image Classification—0
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification—0
Multi-temporal and multi-source remote sensing image classification by nonlinear relative normalization—0
Nearest Neighbor Based Out-of-Distribution Detection in Remote Sensing Scene Classification—0
Remote Sensing Image Classification with Decoupled Knowledge Distillation—0
A Novel Multi-Attention Driven System For Multi-Label Remote Sensing Image Classification—0
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification—0
Adaptive Deep Pyramid Matching for Remote Sensing Scene Classification—0
Advances in Hyperspectral Image Classification: Earth monitoring with statistical learning methods—0
A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification—0
A Light-weight Deep Learning Model for Remote Sensing Image Classification—0
A Multi-Modal Federated Learning Framework for Remote Sensing Image Classification—0
An Enhanced Randomly Initialized Convolutional Neural Network for Columnar Cactus Recognition in Unmanned Aerial Vehicle Imagery—0
An landcover fuzzy logic classification by maximumlikelihood—0
A Novel Multi-scale Attention Feature Extraction Block for Aerial Remote Sensing Image Classification—0
A Robust and Low Complexity Deep Learning Model for Remote Sensing Image Classification—0
A survey of active learning algorithms for supervised remote sensing image classification—0
Bayesian Convolutional Neural Networks for Limited Data Hyperspectral 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