Self-supervised Learning in Remote Sensing: A Review Jun 27, 2022 Earth Observation Image Classification
Code Code Available 1Large region targets observation scheduling by multiple satellites using resampling particle swarm optimization Jun 21, 2022 Earth Observation Scheduling
— Unverified 0Time Gated Convolutional Neural Networks for Crop Classification Jun 20, 2022 Classification Crop Classification
— Unverified 0MultiEarth 2022 -- The Champion Solution for the Matrix Completion Challenge via Multimodal Regression and Generation Jun 17, 2022 Earth Observation Matrix Completion
— Unverified 0Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation May 23, 2022 Continual Learning Continual Self-Supervised Learning
— Unverified 0Pest presence prediction using interpretable machine learning May 16, 2022 BIG-bench Machine Learning Earth Observation
— Unverified 0Innovations in the field of on-board scheduling technologies May 4, 2022 Earth Observation Scheduling
— Unverified 0Self-Supervised Super-Resolution for Multi-Exposure Push-Frame Satellites May 4, 2022 Earth Observation Super-Resolution
— Unverified 0Deep Learning in Multimodal Remote Sensing Data Fusion: A Comprehensive Review May 3, 2022 Deep Learning Earth Observation
— Unverified 0Satellite Image Time Series Analysis for Big Earth Observation Data Apr 24, 2022 BIG-bench Machine Learning Cloud Computing
Code Code Available 2On the semantics of big Earth observation data for land classification Apr 23, 2022 Classification Earth Observation
— Unverified 0Hephaestus: A large scale multitask dataset towards InSAR understanding Apr 20, 2022 Earth Observation Image Quality Assessment
Code Code Available 1Revisiting Consistency Regularization for Semi-supervised Change Detection in Remote Sensing Images Apr 18, 2022 Change Detection Earth Observation
Code Code Available 1CroCo: Cross-Modal Contrastive learning for localization of Earth Observation data Apr 14, 2022 Contrastive Learning Earth Observation
Code Code Available 0Self-supervised Vision Transformers for Joint SAR-optical Representation Learning Apr 11, 2022 Data Augmentation Earth Observation
Code Code Available 1Automatic Census of Mussel Platforms Using Sentinel 2 Images Apr 8, 2022 Earth Observation
— Unverified 0Inference over radiative transfer models using variational and expectation maximization methods Apr 7, 2022 Earth Observation
Code Code Available 0Change Detection in VHR Imagery With Severe Co-Registration Errors Using Deep Learning: A Comparative Study Mar 24, 2022 Change Detection Change detection for remote sensing images
Code Code Available 0DynamicEarthNet: Daily Multi-Spectral Satellite Dataset for Semantic Change Segmentation Mar 23, 2022 Earth Observation Semantic Segmentation
Code Code Available 0Multimodal learning-based inversion models for the space-time reconstruction of satellite-derived geophysical fields Mar 20, 2022 Earth Observation
Code Code Available 1Embedding Earth: Self-supervised contrastive pre-training for dense land cover classification Mar 11, 2022 Earth Observation Land Cover Classification
Code Code Available 2Towards Sustainable Satellite Edge Computing Mar 10, 2022 Earth Observation Edge-computing
— Unverified 0CD-GAN: a robust fusion-based generative adversarial network for unsupervised remote sensing change detection with heterogeneous sensors Mar 2, 2022 Change Detection Earth Observation
— Unverified 0RDP-Net: Region Detail Preserving Network for Change Detection Feb 20, 2022 Change Detection Change detection for remote sensing images
Code Code Available 1Ensemble Learning techniques for object detection in high-resolution satellite images Feb 16, 2022 Articles Earth Observation
— Unverified 0Improving performance of aircraft detection in satellite imagery while limiting the labelling effort: Hybrid active learning Feb 10, 2022 Active Learning Diversity
— Unverified 0AiTLAS: Artificial Intelligence Toolbox for Earth Observation Jan 21, 2022 Benchmarking Earth Observation
Code Code Available 2Classifying Turbulent Environments via Machine Learning Jan 3, 2022 Bayesian Inference Earth Observation
— Unverified 0Interactive Visualization and Representation Analysis Applied to Glacier Segmentation Dec 11, 2021 Earth Observation
Code Code Available 0Unsupervised Data Fusion With Deeper Perspective: A Novel Multisensor Deep Clustering Algorithm Dec 6, 2021 Clustering Deep Clustering
Code Code Available 0A Novel Full-Polarization SAR Images Ship Detector Based on the Scattering Mechanisms and the Wave Polarization Anisotropy Dec 6, 2021 Earth Observation
— Unverified 0SyntEO: Synthetic Data Set Generation for Earth Observation and Deep Learning -- Demonstrated for Offshore Wind Farm Detection Dec 6, 2021 Deep Learning Earth Observation
— Unverified 0Next Day Wildfire Spread: A Machine Learning Data Set to Predict Wildfire Spreading from Remote-Sensing Data Dec 4, 2021 BIG-bench Machine Learning Earth Observation
Code Code Available 1GEOSCAN: Global Earth Observation using Swarm of Coordinated Autonomous Nanosats Nov 27, 2021 Earth Observation
— Unverified 0A Recommender System-Inspired Cloud Data Filling Scheme for Satellite-based Coastal Observation Nov 27, 2021 Earth Observation Imputation
— Unverified 0On-Board Federated Learning for Dense LEO Constellations Nov 24, 2021 Earth Observation Federated Learning
— Unverified 0Attention to Fires: Multi-Channel Deep Learning Models for Wildfire Severity Prediction Nov 22, 2021 Burned Area Delineation Decision Making
Code Code Available 1Sci-Net: Scale Invariant Model for Buildings Segmentation from Aerial Imagery Nov 12, 2021 Earth Observation Segmentation
— Unverified 0AGPCNet: Attention-Guided Pyramid Context Networks for Infrared Small Target Detection Nov 5, 2021 Earth Observation
Code Code Available 1Deep Learning Methods for Daily Wildfire Danger Forecasting Nov 4, 2021 Deep Learning Earth Observation
— Unverified 0Multi-layer Space Information Networks: Access Design and Softwarization Oct 15, 2021 Earth Observation
— Unverified 0Spatial Context Awareness for Unsupervised Change Detection in Optical Satellite Images Oct 5, 2021 Change Detection Earth Observation
— Unverified 0On Circuit-based Hybrid Quantum Neural Networks for Remote Sensing Imagery Classification Sep 20, 2021 Classification Earth Observation
Code Code Available 1Challenges and Solutions for Utilizing Earth Observations in the "Big Data" era Aug 19, 2021 Earth Observation
— Unverified 0Remote Sensing Change Detection Based on Multidirectional Adaptive Feature Fusion and Perceptual Similarity Aug 3, 2021 Change Detection Change detection for remote sensing images
Code Code Available 1Seeing poverty from space, how much can it be tuned? Jul 30, 2021 Earth Observation
— Unverified 0Learning a Joint Embedding of Multiple Satellite Sensors: A Case Study for Lake Ice Monitoring Jul 19, 2021 Earth Observation Lake Ice Monitoring
— Unverified 0Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks Jul 16, 2021 Cloud Removal Earth Observation
Code Code Available 1Deep learning approaches to Earth Observation change detection Jul 13, 2021 Anomaly Detection Change Detection
— Unverified 0Segmentation of VHR EO Images using Unsupervised Learning Jul 9, 2021 Contrastive Learning Deep Clustering
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