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Φ-lab

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Φ-lab / Publications
Title

PLFM: Pixel-Level Merging of Intermediate Feature Maps by disentangling and fusing spatial and temporal data for Cloud Removal

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IEEE Transactions on Geoscience and Remote Sensing

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Date of publication

September 22, 2022

Title

Extracting high-resolution cultivated land maps

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Date of publication

June 24, 2022

Title

ESA-ECMWF workshop report: Machine Learning for Earth System Observation and Prediction - recent progress and research directions

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Nature Partner Journals (npj) Climate and Atmospheric Science

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Date of publication

June 21, 2022

Title

Comparing of weather station and climate reanalysis data for modelling temperaure related mortality

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Nature Scientific reports

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Date of publication

March 25, 2022

Title

Weakly Supervised Change Detection Using Guided Anisotropic Diffusion

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Machine Learning Journal

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Date of publication

June 01, 2021

Title

Long-term Burned Area Reconstruction through Deep Learning

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ICML

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Date of publication

July 01, 2021

Title

How to find a good image-text embedding for remote sensing visual question answering?

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ECML/PKDD Joint European Conference on Machine Learning and Knowledge Discovery in Databases

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Date of publication

September 01, 2021

Title

Detecting Macro Floating Objects on Coastal Water Bodies using Sentinel-2 Data

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IEEE Oceans Conference Record

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Date of publication

November 29, 2021

Title

Classification and Generation of Earth Observation Images Using a Joint Energy-Based Model

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IGARSS

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Date of publication

July 01, 2021

Title

A cross-sectional analysis of meteorological factors and SARS-CoV-2 transmission in 409 cities across 26 countries

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NATURE COMMUNICATIONS

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October 13, 2021

Title

Wind Direction Estimation and Accuracy Retrieval From Sentinel-1 SAR Images Under Thermal and Dynamical Unstable Conditions

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IGARSS

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July 11, 2021

Title

Variational Fusion of Hyperspectral Data by Non-Local Filtering

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Mathematics MDPI

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Date of publication

May 31, 2021

Title

Pix2Point: Learning Outdoor 3D Using Sparse Point Clouds and Optimal Transport

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International Conference on Machine Vision Applications (MVA)

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Date of publication

July 01, 2021

Title

Towards Detecting Floating Objects On A Global Scale With Learned Spatial Features Using Sentinel-2 images

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ISPRS Annals

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Date of publication

June 17, 2021

Title

The burden of heat-related mortality attributable to recent human-induced climate change

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Nature Climate Change

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Date of publication

May 31, 2021

Title

Terrestrial laser scanning in forest ecology: Expanding the horizon

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Remote Sensing of Environment

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Date of publication

December 15, 2020

Title

Spot the GEO Satellites: From Dataset to Kelvins SpotGEO Challenge

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CVPRW

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Date of publication

June 19, 2021

Title

Segmentation of Sentinel-1 SAR Images Over the Ocean, Preliminary Methods and Assessments

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IGARSS

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Date of publication

July 11, 2021

Title

Potential drivers of COVID-19 seasonality in 409 cities across 26 countries

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NATURE COMMUNICATIONS

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Date of publication

April 01, 2021

Title

On-Board Volcanic Eruption Detection through CNNs and Satellite Multispectral Imagery

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Remote Sensing MDPI

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Date of publication

September 01, 2021

Title

On circuit based Hybrid Quantum Neural Networks for Remote Sensing Imagery Classification

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"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"

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Date of publication

September 20, 2021

Title

Investigating Spiking Neural Networks for Energy-Efficient On-Board AI Applications. A Case Study in Land Cover and Land Use Classification

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CVPRW

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Date of publication

June 19, 2021

Title

Evaluation of the ERA5 reanalysis-based Universal Thermal Climate Index on mortality data in Europe

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Environmental Research

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Date of publication

May 08, 2021

Title

Deep Learning Approach for Tropical Cyclones Classification Based on C-Band Sentinel-1 SAR Images

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IGARSS

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Date of publication

July 11, 2021

Title

Cyclone Monitoring with Sentinel-1: Service Demonstration

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IGARSS

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Date of publication

July 11, 2021

Title

Crop Type Mapping using PRISMA Hyperspectral Images and One-dimensional Convolutional Neural Network

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IGARSS

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Date of publication

July 11, 2021

Title

CDCEO'21 FirstWorkshop on Complex Data Challenges in EO

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International Conference on Information and Knowledge Management, Proceedings

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Date of publication

October 26, 2021

Title

Analysis and Detection of Wildfires by using PRISMA Hyperspectral Imagery

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ISPRS Archives

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Date of publication

July 04, 2021

Title

AI Opportunities and Challenges for Crop Type Mapping Using Sentinel-2 and Drone

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IGARSS

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Date of publication

July 11, 2021

Title

A Pilot Study on Remote Sensing and Citizen Science for Archaeological Prospection

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Remote Sensing MDPI

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Date of publication

August 28, 2020

Title

Machine Learning for Earth System Observation and Prediction

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Bulletin of the American Meteorological Society

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Date of publication

January 01, 2021

Title

Angular-Based Radiometric Slope Correction for Sentinel-1 on Google Earth Engine

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Remote Sensing

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Date of publication

June 09, 2020

Title

Deep Learning with Open Data for Desert Road Mapping

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Remote Sensing

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Date of publication

July 15, 2020

Title

Measuring Urban Subsidence in the Rome Metropolitan Area (Italy) with Sentinel-1 SNAP-StaMPS Persistent Scatterer Interferometry

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Remote Sensing

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Date of publication

January 11, 2019

Title

Satellite Remote Sensing Analysis of the Qasrawet Archaeological Site in North Sinai

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Remote Sensing

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Date of publication

July 09, 2018

Title

An Interaction Methodology to Collect and Assess User-Driven Requirements to Define Potential Opportunities of Future Hyperspectral Imaging Sentinel Mission

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Remote Sensing

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Date of publication

April 01, 2020

Title

Decoupling Canopy Structure and Leaf Biochemistry: Testing the Utility of Directional Area Scattering Factor (DASF)

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Remote Sensing

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Date of publication

November 11, 2018

Title

Machine and Deep Learning for Earth Observation Data Analysis

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Remote Sensing

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Date of publication

December 31, 2020

Title

Towards a Large-Scale 3D Modeling of the Built Environment—Joint Analysis of TanDEM-X, Sentinel-2 and Open Street Map Data

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Remote Sensing

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Date of publication

July 25, 2020

Title

Mapping wetland characteristics using temporally dense Sentinel-1 and Sentinel-2 data: A case study in the St. Lucia wetlands, South Africa

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International Journal of applied Earth Observation and Geoinformation

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Date of publication

December 26, 2019

Title

Crop type mapping by using transfer learning

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International Journal of Applied Earth Observation and Geoinformation

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Date of publication

February 18, 2021

Title

Large-Scale Semantic 3-D Reconstruction: Outcome of the 2019 IEEE GRSS Data Fusion Contest - Part B

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IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

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Date of publication

December 01, 2020

Title

Large-Scale Semantic 3-D Reconstruction: Outcome of the 2019 IEEE GRSS Data Fusion Contest - Part A

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IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

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Date of publication

January 01, 2021

Title

Large-scale vegetation height mapping from Sentinel data using deep learning

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IGARSS

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Date of publication

September 12, 2019

Title

DISIR: Deep image segmentation with interactive refinement

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ISPRS Annals

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Date of publication

August 01, 2020

Title

Interactive Learning for Semantic Segmentation in Earth Observation

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ECML/PKDD MACLEAN Workshop

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Date of publication

September 01, 2020

Title

On Auxiliary Losses for Semi-Supervised Semantic Segmentation

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ECML/PKDD MACLEAN Workshop

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Date of publication

September 01, 2020

Title

Traffic Attractors and Congestion in the Urban Context, the Case of the City of Rome

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Journal of Geographic Information System

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Date of publication

November 19, 2020

Title

Small Satellite Landscape: ESA Earth Observation with a focus on optical mission

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SPIE Remote Sensing

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Date of publication

September 01, 2020

Title

SAR for Archaeological Prospection in Europe and in the Middle East

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Remote Sensing for Archaeology and Cultural Landscapes

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Date of publication

January 01, 2020

Title

Learning surrogates of a radiative transfer model for the Sentinel 5P satellite

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International Conference on Discovery Science

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Date of publication

November 01, 2018

Title

Earth Observation Open Science and Innovation

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International Space Science Institute Scientific Report Series

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Date of publication

June 01, 2020

Title

Proceedings of 2019 Big Data from Space

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Publ. Office of the European Union

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Date of publication

February 21, 2019

Title

Special Issue on Big Data From Space

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IEEE Transactions on Big Data

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Date of publication

August 19, 2020

Title

The Φ-lab Explore Office - Learning from Earth Observation for a more sustainable planet. Φ-lab Explore Office Research & Innovation (R&I) Activities, Focus and Strategy

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esamultimedia.esa.int

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Date of publication

March 01, 2021

Title

Towards a European AI for Earth Observation Research & Innovation Agenda

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Date of publication

September 24, 2020