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Remote Sensing Image Classification

Papers

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Showing 51–93 of 93 papers

TitleStatusHype
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
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
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
On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification—0
Remote Sensing Image Classification using Transfer Learning and Attention Based Deep Neural Network—0
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
Hyperspectral Remote Sensing Image Classification Based on Multi-scale Cross Graphic Convolution—0
BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval—0
A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-LabelsCode0
An Enhanced Randomly Initialized Convolutional Neural Network for Columnar Cactus Recognition in Unmanned Aerial Vehicle Imagery—0
A survey of active learning algorithms for supervised remote sensing image classification—0
Divergence Regulated Encoder Network for Joint Dimensionality Reduction and ClassificationCode0
Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image ClassificationCode0
Multi-temporal and multi-source remote sensing image classification by nonlinear relative normalization—0
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification—0
SatImNet: Structured and Harmonised Training Data for Enhanced Satellite Imagery Classification—0
Integrating global spatial features in CNN based Hyperspectral/SAR imagery classification—0
DISIR: Deep Image Segmentation with Interactive RefinementCode0
Photi-LakeIce DatasetCode0
Lake Ice Detection from Sentinel-1 SAR with Deep LearningCode0
A Novel Multi-Attention Driven System For Multi-Label Remote Sensing Image Classification—0
Wide Contextual Residual Network with Active Learning for Remote Sensing Image ClassificationCode0
Land-Cover Classification with High-Resolution Remote Sensing Images Using Transferable Deep Models—0
Classification of remote sensing images using attribute profiles and feature profiles from different trees: a comparative study—0
Three dimensional Deep Learning approach for remote sensing image classification—0
LAKE ICE MONITORING WITH WEBCAMSCode0
Recent Developments from Attribute Profiles for Remote Sensing Image Classification—0
Deep Self-taught Learning for Remote Sensing Image Classification—0
Remote Sensing Image Classification with Large Scale Gaussian Processes—0
Effective Sequential Classifier Training for SVM-based Multitemporal Remote Sensing Image Classification—0
RSI-CB: A Large Scale Remote Sensing Image Classification Benchmark via Crowdsource DataCode0
MARTA GANs: Unsupervised Representation Learning for Remote Sensing Image Classification—0
Adaptive Deep Pyramid Matching for Remote Sensing Scene Classification—0
Sparse Representation-Based Classification: Orthogonal Least Squares or Orthogonal Matching Pursuit?—0
Unsupervised Deep Feature Extraction for Remote Sensing Image Classification—0
Remote sensing image classification exploiting multiple kernel learning—0
An landcover fuzzy logic classification by maximumlikelihood—0
Effective Features of Remote Sensing Image Classification Using Interactive Adaptive Thresholding Method—0
Advances in Hyperspectral Image Classification: Earth monitoring with statistical learning methods—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