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Remote Sensing Image Classification

Papers

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Showing 51–93 of 93 papers

TitleStatusHype
BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval—0
Classification of remote sensing images using attribute profiles and feature profiles from different trees: a comparative study—0
Cloud Adversarial Example Generation for Remote Sensing Image Classification—0
DDIPNet and DDIPNet+: Discriminant Deep Image Prior Networks for Remote Sensing Image Classification—0
Deep Self-taught Learning for Remote Sensing Image Classification—0
Effective Features of Remote Sensing Image Classification Using Interactive Adaptive Thresholding Method—0
Effective Sequential Classifier Training for SVM-based Multitemporal Remote Sensing Image Classification—0
Example-Based Explainable AI and its Application for Remote Sensing Image Classification—0
On the Promises and Challenges of Multimodal Foundation Models for Geographical, Environmental, Agricultural, and Urban Planning Applications—0
Optical Remote Sensing Image Understanding with Weak Supervision: Concepts, Methods, and Perspectives—0
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
Achieving Rotation Invariance in Convolution Operations: Shifting from Data-Driven to Mechanism-Assured—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
Sparse Representation-Based Classification: Orthogonal Least Squares or Orthogonal Matching Pursuit?—0
Integrating global spatial features in CNN based Hyperspectral/SAR imagery classification—0
Three dimensional Deep Learning approach for remote sensing image classification—0
Transformer-based Federated Learning for Multi-Label Remote Sensing Image Classification—0
Transformer-based Multi-Modal Learning for Multi Label Remote Sensing Image Classification—0
Unsupervised Deep Feature Extraction for Remote Sensing Image Classification—0
On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification—0
Onboard Satellite Image Classification for Earth Observation: A Comparative Study of ViT ModelsCode0
ViGEO: an Assessment of Vision GNNs in Earth ObservationCode0
Lake Ice Detection from Sentinel-1 SAR with Deep LearningCode0
Gradient-Guided Multiscale Focal Attention Network for Remote Sensing Scene ClassificationCode0
Photi-LakeIce DatasetCode0
Quantitative Analysis of Primary Attribution Explainable Artificial Intelligence Methods for Remote Sensing Image ClassificationCode0
Divergence Regulated Encoder Network for Joint Dimensionality Reduction and ClassificationCode0
DISIR: Deep Image Segmentation with Interactive RefinementCode0
A Diff-Attention Aware State Space Fusion Model for Remote Sensing ClassificationCode0
Wide Contextual Residual Network with Active Learning for Remote Sensing Image ClassificationCode0
DGCNet: An Efficient 3D-Densenet based on Dynamic Group Convolution for Hyperspectral Remote Sensing Image ClassificationCode0
Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image ClassificationCode0
A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-LabelsCode0
MVNet: Hyperspectral Remote Sensing Image Classification Based on Hybrid Mamba-Transformer Vision Backbone ArchitectureCode0
RemoteTrimmer: Adaptive Structural Pruning for Remote Sensing Image ClassificationCode0
RSI-CB: A Large Scale Remote Sensing Image Classification Benchmark via Crowdsource DataCode0
LAKE ICE MONITORING WITH WEBCAMSCode0
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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