PUBLICATIONS

HyperspectralViTs: General Hyperspectral Models for On-board Remote Sensing - Vít Růžička’s Phd extending the work of STARCOP with Oxford’s Andrew Markham.(FDL Europe 2021)

M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and Multispectral Data - Neurips, arXiv - (FDL Europe 2023)

Multi-spectral multi-image super-resolution of Sentinel-2 with radiometric consistency losses and its effect on building delineation - ISPRS Journal of Photogrammetry and Remote Sensing (November 2022)

Multi3Net: Segmenting Flooded Buildings via Fusion of Multiresolution, Multisensor, and Multitemporal Satellite Imagery- NeurIPS & AAAI  (FDL Europe 2018)

Rapid Computer Vision-Aided Disaster Response via Fusion of Multiresolution, Multisensor, and Multitemporal Satellite Imagery - NeurIPS  (FDL Europe 2018)

UNICEF-ESA-FDL - AI to automate disaster impact assessment - Concept Note - UNICEF (FDL Europe 2018)

Mapping Informal Settlements in Developing Countries with Multi-resolution, Multi-spectral Data - NeurIPS & AAAI (FDL Europe 2018)

Mapping Informal Settlements in Developing Countries using Machine Learning and Low Resolution Multi-spectral Data - AAAI/ACM Conference (FDL Europe 2018)

Generating Material Maps to Map Informal Settlements- NeurIPS & AAAI arXiv (FDL Europe 2018) 

Mapping Informal Settlements in Developing Countries with Multi-resolution, Multi-spectral Data- NeurIPS & AAAI arXiv - (FDL Europe 2018)

Mapping Informal Settlements in Developing Countries using Machine Learning and Low Resolution Multi-spectral Data- AIES 19 (FDL Europe 2018)

Cumulo: A Dataset for Learning Cloud Classes - JPL NASA Abstract (FDL Europe 2019)

The Link of Tropical Convection and Low Cloud Cover- NeurIPS (FDL Europe 2019)

Classifying without Supervision but with Distributional Constraints- NeurIPS - (FDL Europe 2019)

Cumulo: A Dataset for Learning Cloud Classes - NeurIPS (FDL Europe 2019) Received best paper award review here

Flood Detection on low cost orbital Software - NeurIPS (FDL Europe 2019)

AI for the Developing World, Self-supervised Learning Theory & Practice - NeurIPS 2021 (FDL Europe 2021)

Spacecraft Collision Risk Assessment with Probabilistic Programming - Neurips 2020 - AI for Earth Science (FDL Europe - 2020)

Towards Automated Satellite Conjunction Management with Bayesian Deep Learning - Neurips 2020 - ML4PhysicalSciences (FDL Europe 2020)

RainBench: Towards Global Precipitation Forecasting from Satellite Imagery - AAAI 2020, top-5 conference in CS (FDL Europe 2020)

Towards Data-Driven Physics-Informed Global Precipitation Forecasting from Satellite Imagery - Neurips 2020 - Tackling Climate Change with Machine Learning (FDL Europe 2020)

RainBench: Enabling Data-Driven Precipitation Forecasting on a Global Scale - Neurips 2020 - Tackling Climate Change with Machine Learning (FDL Europe 2020)

Tracking Marine Boundary Layer Cloud Transitions Using Machine Learning - AGU 2020 (FDL Europe 2020)

FDL: Mission Support Challenge - NeurIPS - (FDL Europe 2019)

Learning from History: Scoring & Automating Spacecraft Constellation Schedules - SpaceOps (FDL Europe 2019)

Smart satellites: machine learning on-board for low-latency ‘hot-spots’ detection - AGU 2021 (FDL Europe 2021)

Smart satellites: machine learning on-board for low-latency novelty detection - AGU 2021 (FDL Europe 2021)

Unsupervised change detection of extreme events using ML on-board - HADR.ai NeurIPS (FDL Europe 2021)