| GenCo: An Auxiliary Generator from Contrastive Learning for Enhanced Few-Shot Learning in Remote Sensing | Jul 27, 2023 | Contrastive LearningEarth Observation | —Unverified | 0 |
| Ben-ge: Extending BigEarthNet with Geographical and Environmental Data | Jul 4, 2023 | Earth ObservationLand Cover Classification | CodeCode Available | 1 |
| A generic self-supervised learning (SSL) framework for representation learning from spectra-spatial feature of unlabeled remote sensing imagery | Jun 27, 2023 | Earth ObservationInductive Bias | —Unverified | 0 |
| The Canadian Cropland Dataset: A New Land Cover Dataset for Multitemporal Deep Learning Classification in Agriculture | May 31, 2023 | Land Cover Classification | CodeCode Available | 1 |
| Ultra-High Resolution Segmentation with Ultra-Rich Context: A Novel Benchmark | May 18, 2023 | Land Cover ClassificationSemantic Segmentation | CodeCode Available | 1 |
| Confidence-Guided Semi-supervised Learning in Land Cover Classification | May 17, 2023 | ClassificationDiversity | —Unverified | 0 |
| Mapping Cropland Abandonment in Mountainous Areas in China Using the Google Earth Engine Platform | Feb 20, 2023 | Change DetectionLand Cover Classification | —Unverified | 0 |
| Self-Supervised In-Domain Representation Learning for Remote Sensing Image Scene Classification | Feb 3, 2023 | Land Cover ClassificationRepresentation Learning | —Unverified | 0 |
| Recursive classification of satellite imaging time-series: An application to land cover mapping | Jan 4, 2023 | ClassificationDecision Making | CodeCode Available | 0 |
| Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy | Jan 4, 2023 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| Scene-to-Patch Earth Observation: Multiple Instance Learning for Land Cover Classification | Nov 15, 2022 | Earth ObservationLand Cover Classification | CodeCode Available | 1 |
| CTGAN : Cloud Transformer Generative Adversarial Network | Oct 18, 2022 | Generative Adversarial NetworkLand Cover Classification | CodeCode Available | 1 |
| Habitat classification from satellite observations with sparse annotations | Sep 26, 2022 | ClassificationLand Cover Classification | —Unverified | 0 |
| Multi-frequency PolSAR Image Fusion Classification Based on Semantic Interactive Information and Topological Structure | Sep 5, 2022 | Classificationimage-classification | —Unverified | 0 |
| Enabling Country-Scale Land Cover Mapping with Meter-Resolution Satellite Imagery | Sep 1, 2022 | Domain AdaptationLand Cover Classification | CodeCode Available | 1 |
| MKANet: A Lightweight Network with Sobel Boundary Loss for Efficient Land-cover Classification of Satellite Remote Sensing Imagery | Jul 28, 2022 | Land Cover ClassificationSemantic Segmentation | —Unverified | 0 |
| SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery | Jul 17, 2022 | Land Cover ClassificationSemantic Segmentation | CodeCode Available | 2 |
| Consecutive Pretraining: A Knowledge Transfer Learning Strategy with Relevant Unlabeled Data for Remote Sensing Domain | Jul 8, 2022 | Land Cover Classificationobject-detection | CodeCode Available | 1 |
| Effectivity of super resolution convolutional neural network for the enhancement of land cover classification from medium resolution satellite images | Jul 5, 2022 | Land Cover ClassificationManagement | —Unverified | 0 |
| AutoLC: Search Lightweight and Top-Performing Architecture for Remote Sensing Image Land-Cover Classification | May 11, 2022 | DecoderLand Cover Classification | CodeCode Available | 0 |
| Classification and mapping of low-statured 'shrubland' cover types in post-agricultural landscapes of the US Northeast | May 9, 2022 | Land Cover Classification | —Unverified | 0 |
| On the semantics of big Earth observation data for land classification | Apr 23, 2022 | ClassificationEarth Observation | —Unverified | 0 |
| Multimodal Fusion Transformer for Remote Sensing Image Classification | Mar 31, 2022 | Classificationimage-classification | CodeCode Available | 1 |
| Embedding Earth: Self-supervised contrastive pre-training for dense land cover classification | Mar 11, 2022 | Earth ObservationLand Cover Classification | CodeCode Available | 2 |
| Incremental Inference on Higher-Order Probabilistic Graphical Models Applied to Constraint Satisfaction Problems | Feb 25, 2022 | Land Cover Classification | —Unverified | 0 |
| SRL-SOA: Self-Representation Learning with Sparse 1D-Operational Autoencoder for Hyperspectral Image Band Selection | Feb 20, 2022 | Land Cover ClassificationRepresentation Learning | CodeCode Available | 1 |
| DKDFN: Domain Knowledge-Guided deep collaborative fusion network for multimodal unitemporal remote sensing land cover classification | Feb 13, 2022 | Decoderimage-classification | CodeCode Available | 1 |
| A CNN based method for Sub-pixel Urban Land Cover Classification using Landsat-5 TM and Resourcesat-1 LISS-IV Imagery | Dec 16, 2021 | Land Cover ClassificationTime Series | —Unverified | 0 |
| RSBNet: One-Shot Neural Architecture Search for A Backbone Network in Remote Sensing Image Recognition | Dec 7, 2021 | Deep LearningLand Cover Classification | —Unverified | 0 |
| Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks | Dec 3, 2021 | Change DetectionInductive Bias | CodeCode Available | 1 |
| Spatial machine-learning model diagnostics: a model-agnostic distance-based approach | Nov 13, 2021 | BIG-bench Machine LearningDiagnostic | CodeCode Available | 0 |
| Multi-modal land cover mapping of remote sensing images using pyramid attention and gated fusion networks | Nov 6, 2021 | Land Cover Classification | CodeCode Available | 0 |
| Early- and in-season crop type mapping without current-year ground truth: generating labels from historical information via a topology-based approach | Oct 19, 2021 | Crop ClassificationCrop Type Mapping | —Unverified | 0 |
| Active Learning for Improved Semi-Supervised Semantic Segmentation in Satellite Images | Oct 15, 2021 | Active LearningLand Cover Classification | CodeCode Available | 1 |
| Deep Transfer Learning for Land Use and Land Cover Classification: A Comparative Study | Oct 6, 2021 | ClassificationComputational Efficiency | CodeCode Available | 1 |
| Ultra-high Resolution Image Segmentation via Locality-aware Context Fusion and Alternating Local Enhancement | Sep 6, 2021 | Image SegmentationLand Cover Classification | CodeCode Available | 1 |
| Semi-supervised learning for joint SAR and multispectral land cover classification | Aug 20, 2021 | Land Cover ClassificationSelf-Supervised Learning | —Unverified | 0 |
| Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene Images | Jun 23, 2021 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| Paradigm selection for Data Fusion of SAR and Multispectral Sentinel data applied to Land-Cover Classification | Jun 18, 2021 | Earth ObservationLand Cover Classification | CodeCode Available | 0 |
| EuroCrops: A Pan-European Dataset for Time Series Crop Type Classification | Jun 14, 2021 | Earth ObservationLand Cover Classification | —Unverified | 0 |
| Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model | May 21, 2021 | Land Cover Classification | CodeCode Available | 1 |
| Progressive Semantic Segmentation | Apr 8, 2021 | GPULand Cover Classification | CodeCode Available | 1 |
| Domain-Adversarial Training of Self-Attention Based Networks for Land Cover Classification using Multi-temporal Sentinel-2 Satellite Imagery | Apr 1, 2021 | Crop ClassificationDomain Adaptation | —Unverified | 0 |
| Channel-Based Attention for LCC Using Sentinel-2 Time Series | Mar 31, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| Subspace-Based Feature Fusion From Hyperspectral And Multispectral Image For Land Cover Classification | Feb 22, 2021 | General ClassificationLand Cover Classification | CodeCode Available | 0 |
| Towards DeepSentinel: An extensible corpus of labelled Sentinel-1 and -2 imagery and a general-purpose sensor-fusion semantic embedding model | Feb 11, 2021 | Earth ObservationLand Cover Classification | —Unverified | 0 |
| 3D-ANAS: 3D Asymmetric Neural Architecture Search for Fast Hyperspectral Image Classification | Jan 12, 2021 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Scale Aware Adaptation for Land-Cover Classification in Remote Sensing Imagery | Dec 8, 2020 | ClassificationDomain Adaptation | CodeCode Available | 1 |
| Randomized kernels for large scale Earth observation applications | Dec 7, 2020 | ClassificationEarth Observation | —Unverified | 0 |
| Semantic Segmentation of Medium-Resolution Satellite Imagery using Conditional Generative Adversarial Networks | Dec 5, 2020 | Image-to-Image TranslationLand Cover Classification | —Unverified | 0 |