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Land Cover Classification

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Showing 51–100 of 151 papers

TitleStatusHype
CerraData-4MM: A multimodal benchmark dataset on Cerrado for land use and land cover classificationCode0
ASANet: Asymmetric Semantic Aligning Network for RGB and SAR image land cover classificationCode0
Pattern Integration and Enhancement Vision Transformer for Self-Supervised Learning in Remote Sensing—0
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation—0
DDU-Net: A Domain Decomposition-Based CNN for High-Resolution Image Segmentation on Multiple GPUsCode0
Improving EO Foundation Models with Confidence Assessment for enhanced Semantic segmentationCode0
Evaluating and Benchmarking Foundation Models for Earth Observation and Geospatial AI—0
Evaluation of Deep Learning Semantic Segmentation for Land Cover Mapping on Multispectral, Hyperspectral and High Spatial Aerial Imagery—0
Global High Categorical Resolution Land Cover Mapping via Weak Supervision—0
LMFNet: An Efficient Multimodal Fusion Approach for Semantic Segmentation in High-Resolution Remote Sensing—0
S2RC-GCN: A Spatial-Spectral Reliable Contrastive Graph Convolutional Network for Complex Land Cover Classification Using Hyperspectral Images—0
Heterogeneous Network Based Contrastive Learning Method for PolSAR Land Cover ClassificationCode0
Impacts of Color and Texture Distortions on Earth Observation Data in Deep Learning—0
Cross-Resolution Land Cover Classification Using Outdated Products and TransformersCode0
ViGEO: an Assessment of Vision GNNs in Earth ObservationCode0
Image Fusion in Remote Sensing: An Overview and Meta Analysis—0
SwiMDiff: Scene-wide Matching Contrastive Learning with Diffusion Constraint for Remote Sensing Image—0
Modernized Training of U-Net for Aerial Semantic SegmentationCode0
On the Promises and Challenges of Multimodal Foundation Models for Geographical, Environmental, Agricultural, and Urban Planning Applications—0
Land use/land cover classification of fused Sentinel-1 and Sentinel-2 imageries using ensembles of Random Forests—0
PanBench: Towards High-Resolution and High-Performance Pansharpening—0
Submeter-level Land Cover Mapping of Japan—0
FedDiff: Diffusion Model Driven Federated Learning for Multi-Modal and Multi-Clients—0
MineSegSAT: An automated system to evaluate mining disturbed area extents from Sentinel-2 imageryCode0
Large Scale Masked Autoencoding for Reducing Label Requirements on SAR Data—0
CtxMIM: Context-Enhanced Masked Image Modeling for Remote Sensing Image Understanding—0
Long-Range Correlation Supervision for Land-Cover Classification from Remote Sensing Images—0
Deep learning-based interactive segmentation in remote sensingCode0
GenCo: An Auxiliary Generator from Contrastive Learning for Enhanced Few-Shot Learning in Remote Sensing—0
A generic self-supervised learning (SSL) framework for representation learning from spectra-spatial feature of unlabeled remote sensing imagery—0
Confidence-Guided Semi-supervised Learning in Land Cover Classification—0
Mapping Cropland Abandonment in Mountainous Areas in China Using the Google Earth Engine Platform—0
Self-Supervised In-Domain Representation Learning for Remote Sensing Image Scene Classification—0
Recursive classification of satellite imaging time-series: An application to land cover mappingCode0
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy—0
Habitat classification from satellite observations with sparse annotations—0
Multi-frequency PolSAR Image Fusion Classification Based on Semantic Interactive Information and Topological Structure—0
MKANet: A Lightweight Network with Sobel Boundary Loss for Efficient Land-cover Classification of Satellite Remote Sensing Imagery—0
Effectivity of super resolution convolutional neural network for the enhancement of land cover classification from medium resolution satellite images—0
AutoLC: Search Lightweight and Top-Performing Architecture for Remote Sensing Image Land-Cover ClassificationCode0
Classification and mapping of low-statured 'shrubland' cover types in post-agricultural landscapes of the US Northeast—0
On the semantics of big Earth observation data for land classification—0
Incremental Inference on Higher-Order Probabilistic Graphical Models Applied to Constraint Satisfaction Problems—0
A CNN based method for Sub-pixel Urban Land Cover Classification using Landsat-5 TM and Resourcesat-1 LISS-IV Imagery—0
RSBNet: One-Shot Neural Architecture Search for A Backbone Network in Remote Sensing Image Recognition—0
Spatial machine-learning model diagnostics: a model-agnostic distance-based approachCode0
Multi-modal land cover mapping of remote sensing images using pyramid attention and gated fusion networksCode0
Early- and in-season crop type mapping without current-year ground truth: generating labels from historical information via a topology-based approach—0
Semi-supervised learning for joint SAR and multispectral land cover classification—0
Paradigm selection for Data Fusion of SAR and Multispectral Sentinel data applied to Land-Cover ClassificationCode0
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