SOTAVerified

Remote Sensing Image Classification

Papers

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Showing 26–50 of 93 papers

TitleStatusHype
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
SS-MAE: Spatial-Spectral Masked Auto-Encoder for Multi-Source Remote Sensing Image ClassificationCode1
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
Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial PredictionsCode1
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
Nearest Neighbor Based Out-of-Distribution Detection in Remote Sensing Scene Classification—0
MMFormer: Multimodal Transformer Using Multiscale Self-Attention for Remote Sensing Image Classification—0
FireRisk: A Remote Sensing Dataset for Fire Risk Assessment with Benchmarks Using Supervised and Self-supervised LearningCode1
A Light-weight Deep Learning Model for Remote Sensing Image Classification—0
Example-Based Explainable AI and its Application for Remote Sensing Image Classification—0
Universal Domain Adaptation for Remote Sensing Image Scene ClassificationCode1
DDIPNet and DDIPNet+: Discriminant Deep Image Prior Networks for Remote Sensing Image Classification—0
A Robust and Low Complexity Deep Learning Model for Remote Sensing Image Classification—0
Semantic Interleaving Global Channel Attention for Multilabel Remote Sensing Image ClassificationCode1
On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification—0
Current Trends in Deep Learning for Earth Observation: An Open-source Benchmark Arena for Image ClassificationCode2
Remote Sensing Image Classification using Transfer Learning and Attention Based Deep Neural Network—0
Self-Attention-Based Deep Feature Fusion for Remote Sensing Scene ClassificationCode1
Bayesian Convolutional Neural Networks for Limited Data Hyperspectral Remote Sensing Image Classification—0
Optical Remote Sensing Image Understanding with Weak Supervision: Concepts, Methods, and Perspectives—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