PUBLICATIONS
-
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)