| OmniSat: Self-Supervised Modality Fusion for Earth Observation | Apr 12, 2024 | DiversityEarth Observation | CodeCode Available | 2 | 5 |
| A Survey on Remote Sensing Foundation Models: From Vision to Multimodality | Mar 28, 2025 | Change DetectionLand Cover Classification | CodeCode Available | 2 | 5 |
| PhilEO Bench: Evaluating Geo-Spatial Foundation Models | Jan 9, 2024 | Density EstimationEarth Observation | CodeCode Available | 2 | 5 |
| 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 | 5 |
| Embedding Earth: Self-supervised contrastive pre-training for dense land cover classification | Mar 11, 2022 | Earth ObservationLand Cover Classification | CodeCode Available | 2 | 5 |
| SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery | Jul 17, 2022 | Land Cover ClassificationSemantic Segmentation | CodeCode Available | 2 | 5 |
| A citizen science toolkit to collect human perceptions of urban environments using open street view images | Feb 29, 2024 | Land Cover ClassificationSurvey | CodeCode Available | 1 | 5 |
| CascadePSP: Toward Class-Agnostic and Very High-Resolution Segmentation via Global and Local Refinement | May 6, 2020 | 4kLand Cover Classification | CodeCode Available | 1 | 5 |
| Dense Dilated Convolutions Merging Network for Land Cover Classification | Mar 9, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Enabling Country-Scale Land Cover Mapping with Meter-Resolution Satellite Imagery | Sep 1, 2022 | Domain AdaptationLand Cover Classification | CodeCode Available | 1 | 5 |
| The color out of space: learning self-supervised representations for Earth Observation imagery | Jun 22, 2020 | ColorizationDisease Prediction | CodeCode Available | 1 | 5 |
| DKDFN: Domain Knowledge-Guided deep collaborative fusion network for multimodal unitemporal remote sensing land cover classification | Feb 13, 2022 | Decoderimage-classification | CodeCode Available | 1 | 5 |
| Robust Burned Area Delineation through Multitask Learning | Sep 15, 2023 | Burned Area DelineationLand Cover Classification | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Multimodal Fusion Transformer for Remote Sensing Image Classification | Mar 31, 2022 | Classificationimage-classification | CodeCode Available | 1 | 5 |
| AGBD: A Global-scale Biomass Dataset | Jun 7, 2024 | Land Cover Classification | CodeCode Available | 1 | 5 |
| Ultra-high Resolution Image Segmentation via Locality-aware Context Fusion and Alternating Local Enhancement | Sep 6, 2021 | Image SegmentationLand Cover Classification | CodeCode Available | 1 | 5 |
| SFA-Net: Semantic Feature Adjustment Network for Remote Sensing Image Segmentation | Sep 3, 2024 | Change DetectionDecoder | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Land Cover Classification from Remote Sensing Images Based on Multi-Scale Fully Convolutional Network | Aug 1, 2020 | General ClassificationLand Cover Classification | CodeCode Available | 1 | 5 |
| Ultra-High Resolution Segmentation with Ultra-Rich Context: A Novel Benchmark | May 18, 2023 | Land Cover ClassificationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Multimodal Informative ViT: Information Aggregation and Distribution for Hyperspectral and LiDAR Classification | Jan 6, 2024 | Land Cover Classification | CodeCode Available | 1 | 5 |
| Scene-to-Patch Earth Observation: Multiple Instance Learning for Land Cover Classification | Nov 15, 2022 | Earth ObservationLand Cover Classification | CodeCode Available | 1 | 5 |
| Feature Pyramid Network for Multi-Class Land Segmentation | Jun 9, 2018 | DecoderGeneral Classification | CodeCode Available | 1 | 5 |
| Cloud Removal in Satellite Images Using Spatiotemporal Generative Networks | Dec 14, 2019 | Cloud RemovalEarth Observation | CodeCode Available | 1 | 5 |
| Progressive Semantic Segmentation | Apr 8, 2021 | GPULand Cover Classification | CodeCode Available | 1 | 5 |
| Active Learning for Improved Semi-Supervised Semantic Segmentation in Satellite Images | Oct 15, 2021 | Active LearningLand Cover Classification | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Scale Aware Adaptation for Land-Cover Classification in Remote Sensing Imagery | Dec 8, 2020 | ClassificationDomain Adaptation | CodeCode Available | 1 | 5 |
| Representative-Discriminative Learning for Open-set Land Cover Classification of Satellite Imagery | Jul 21, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks | Dec 3, 2021 | Change DetectionInductive Bias | CodeCode Available | 1 | 5 |
| 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 | 5 |
| CTGAN : Cloud Transformer Generative Adversarial Network | Oct 18, 2022 | Generative Adversarial NetworkLand Cover Classification | CodeCode Available | 1 | 5 |
| EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification | Aug 31, 2017 | Earth ObservationGeneral Classification | CodeCode Available | 1 | 5 |
| Ben-ge: Extending BigEarthNet with Geographical and Environmental Data | Jul 4, 2023 | Earth ObservationLand Cover Classification | CodeCode Available | 1 | 5 |
| FLAIR: a Country-Scale Land Cover Semantic Segmentation Dataset From Multi-Source Optical Imagery | Oct 20, 2023 | DiversityLand Cover Classification | CodeCode Available | 1 | 5 |
| Deep Transfer Learning for Land Use and Land Cover Classification: A Comparative Study | Oct 6, 2021 | ClassificationComputational Efficiency | CodeCode Available | 1 | 5 |
| Core-Set Selection for Data-efficient Land Cover Segmentation | May 2, 2025 | Earth ObservationImage Segmentation | CodeCode Available | 0 | 5 |
| ASANet: Asymmetric Semantic Aligning Network for RGB and SAR image land cover classification | Dec 3, 2024 | Land Cover Classification | CodeCode Available | 0 | 5 |
| Prototype-Based Information Compensation Network for Multi-Source Remote Sensing Data Classification | May 6, 2025 | Land Cover Classification | CodeCode Available | 0 | 5 |
| 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 | 5 |
| 3D-ANAS: 3D Asymmetric Neural Architecture Search for Fast Hyperspectral Image Classification | Jan 12, 2021 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| PAD: Phase-Amplitude Decoupling Fusion for Multi-Modal Land Cover Classification | Apr 27, 2025 | Land Cover Classification | CodeCode Available | 0 | 5 |
| Recursive classification of satellite imaging time-series: An application to land cover mapping | Jan 4, 2023 | ClassificationDecision Making | CodeCode Available | 0 | 5 |
| CerraData-4MM: A multimodal benchmark dataset on Cerrado for land use and land cover classification | Jan 31, 2025 | Land Cover ClassificationSemantic Segmentation | CodeCode Available | 0 | 5 |
| MineSegSAT: An automated system to evaluate mining disturbed area extents from Sentinel-2 imagery | Nov 3, 2023 | Land Cover ClassificationSemantic Segmentation | CodeCode Available | 0 | 5 |
| Improving EO Foundation Models with Confidence Assessment for enhanced Semantic segmentation | Jun 26, 2024 | ClassificationEarth Observation | CodeCode Available | 0 | 5 |
| Modernized Training of U-Net for Aerial Semantic Segmentation | Jan 1, 2024 | Land Cover ClassificationSemantic Segmentation | CodeCode Available | 0 | 5 |
| 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 | 5 |
| HyperPointFormer: Multimodal Fusion in 3D Space with Dual-Branch Cross-Attention Transformers | May 29, 2025 | Land Cover Classification | CodeCode Available | 0 | 5 |
