ESCNet: An End-to-End Superpixel-Enhanced Change Detection Network for Very-High-Resolution Remote Sensing Images Jul 5, 2021 Change Detection Change detection for remote sensing images
Code Code Available 1Paradigm selection for Data Fusion of SAR and Multispectral Sentinel data applied to Land-Cover Classification Jun 18, 2021 Earth Observation Land Cover Classification
Code Code Available 0EuroCrops: A Pan-European Dataset for Time Series Crop Type Classification Jun 14, 2021 Earth Observation Land Cover Classification
— Unverified 0Auction-based and Distributed Optimization Approaches for Scheduling Observations in Satellite Constellations with Exclusive Orbit Portions Jun 4, 2021 Distributed Optimization Earth Observation
— Unverified 0Single View Geocentric Pose in the Wild May 18, 2021 Change Detection Earth Observation
Code Code Available 1Measuring economic activity from space: a case study using flying airplanes and COVID-19 Apr 21, 2021 Earth Observation
Code Code Available 0Shadow Neural Radiance Fields for Multi-view Satellite Photogrammetry Apr 20, 2021 Earth Observation Image Reconstruction
Code Code Available 1A speckle filter for Sentinel-1 SAR Ground Range Detected data based on Residual Convolutional Neural Networks Apr 19, 2021 Earth Observation SSIM
Code Code Available 0Deep Gaussian Processes for Biogeophysical Parameter Retrieval and Model Inversion Apr 16, 2021 Earth Observation Gaussian Processes
— Unverified 0Integrating Domain Knowledge in Data-driven Earth Observation with Process Convolutions Apr 16, 2021 Earth Observation parameter estimation
— Unverified 0Generating Physically-Consistent Satellite Imagery for Climate Visualizations Apr 10, 2021 Earth Observation Generative Adversarial Network
Code Code Available 1Big Plastic Masses Detection using Sentinel 2 Images Mar 17, 2021 Earth Observation
— Unverified 0Self-supervised Change Detection in Multi-view Remote Sensing Images Mar 10, 2021 Change Detection Earth Observation
Code Code Available 1A Two-stage Framework and Reinforcement Learning-based Optimization Algorithms for Complex Scheduling Problems Mar 10, 2021 Combinatorial Optimization Earth Observation
— Unverified 0Energy-based Models for Earth Observation Applications Feb 26, 2021 Classification Earth Observation
— Unverified 0Towards DeepSentinel: An extensible corpus of labelled Sentinel-1 and -2 imagery and a general-purpose sensor-fusion semantic embedding model Feb 11, 2021 Earth Observation Land Cover Classification
— Unverified 0ICEYE microsatellite SAR constellation status update: Evaluation of first commercial imaging modes Feb 8, 2021 Earth Observation
— Unverified 0Bidirectional Multi-scale Attention Networks for Semantic Segmentation of Oblique UAV Imagery Feb 5, 2021 Earth Observation Scene Understanding
Code Code Available 0Towards Natural Language Question Answering over Earth Observation Linked Data using Attention-based Neural Machine Translation Jan 23, 2021 Earth Observation Machine Translation
— Unverified 0Class Attention Network for Semantic Segmentation of Remote Sensing Images Dec 31, 2020 Earth Observation Scene Parsing
— Unverified 0Learning Structures in Earth Observation Data with Gaussian Processes Dec 22, 2020 Earth Observation Gaussian Processes
— Unverified 0Synergistic Integration of Optical and Microwave Satellite Data for Crop Yield Estimation Dec 11, 2020 Earth Observation regression
— Unverified 0EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts Dec 11, 2020 Crop Yield Prediction Earth Observation
Code Code Available 1Disentangling Derivatives, Uncertainty and Error in Gaussian Process Models Dec 9, 2020 Earth Observation Gaussian Processes
Code Code Available 1Pattern Recognition Scheme for Large-Scale Cloud Detection over Landmarks Dec 8, 2020 Cloud Detection Earth Observation
— Unverified 0Scale Aware Adaptation for Land-Cover Classification in Remote Sensing Imagery Dec 8, 2020 Classification Domain Adaptation
Code Code Available 1Gradient-based Automatic Look-Up Table Generator for Atmospheric Radiative Transfer Models Dec 7, 2020 Earth Observation
— Unverified 0Statistical Learning for End-to-End Simulations Dec 7, 2020 Earth Observation
— Unverified 0Physics-Aware Gaussian Processes in Remote Sensing Dec 7, 2020 Bayesian Optimization Earth Observation
— Unverified 0Estimating Crop Primary Productivity with Sentinel-2 and Landsat 8 using Machine Learning Methods Trained with Radiative Transfer Simulations Dec 7, 2020 Cloud Computing Earth Observation
— Unverified 0Retrieval of aboveground crop nitrogen content with a hybrid machine learning method Dec 7, 2020 BIG-bench Machine Learning Earth Observation
— Unverified 0Machine Learning Information Fusion in Earth Observation: A Comprehensive Review of Methods, Applications and Data Sources Dec 7, 2020 BIG-bench Machine Learning Earth Observation
— Unverified 0Randomized kernels for large scale Earth observation applications Dec 7, 2020 Classification Earth Observation
— Unverified 0Crop Classification under Varying Cloud Cover with Neural Ordinary Differential Equations Dec 4, 2020 Crop Classification Earth Observation
Code Code Available 1Foreground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution Remote Sensing Imagery Nov 19, 2020 Earth Observation Relation
Code Code Available 1Living in the Physics and Machine Learning Interplay for Earth Observation Oct 18, 2020 BIG-bench Machine Learning Earth Observation
— Unverified 0Unsupervised Self-training Algorithm Based on Deep Learning for Optical Aerial Images Change Detection Oct 15, 2020 Change Detection Earth Observation
— Unverified 0Semi-Supervised Semantic Segmentation in Earth Observation: The MiniFrance Suite, Dataset Analysis and Multi-task Network Study Oct 15, 2020 Earth Observation Multi-Task Learning
— Unverified 0Interactive Learning for Semantic Segmentation in Earth Observation Sep 23, 2020 Domain Adaptation Earth Observation
Code Code Available 0Learning from Multimodal and Multitemporal Earth Observation Data for Building Damage Mapping Sep 14, 2020 Disaster Response Earth Observation
— Unverified 0Deep Neural Networks for automatic extraction of features in time series satellite images Aug 17, 2020 Earth Observation Land Cover Classification
— Unverified 0Multi-Image Super-Resolution for Remote Sensing using Deep Recurrent Networks Jul 28, 2020 Decoder Earth Observation
Code Code Available 1Bottom-up mechanism and improved contract net protocol for the dynamic task planning of heterogeneous Earth observation resources Jul 13, 2020 Earth Observation Task Planning
— Unverified 0OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing Jul 13, 2020 BIG-bench Machine Learning Earth Observation
— Unverified 0Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusion Jul 2, 2020 Cloud Removal Earth Observation
Code Code Available 1A Perspective on Gaussian Processes for Earth Observation Jul 2, 2020 Causal Inference Earth Observation
— Unverified 0Learning Geocentric Object Pose in Oblique Monocular Images Jul 1, 2020 Earth Observation Object
Code Code Available 1Lightweight Temporal Self-Attention for Classifying Satellite Image Time Series Jul 1, 2020 Earth Observation Time Series
Code Code Available 1X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data Jun 24, 2020 Earth Observation General Classification
— Unverified 0The color out of space: learning self-supervised representations for Earth Observation imagery Jun 22, 2020 Colorization Disease Prediction
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