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Remote Sensing Image Classification

Papers

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Showing 51–93 of 93 papers

TitleStatusHype
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
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 Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
A survey of active learning algorithms for supervised remote sensing image classification—0
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
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
The color out of space: learning self-supervised representations for Earth Observation imageryCode1
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
Small-Object Detection in Remote Sensing Images with End-to-End Edge-Enhanced GAN and Object Detector NetworkCode1
Photi-LakeIce DatasetCode0
Lake Ice Monitoring with Webcams and Crowd-Sourced ImagesCode1
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