Code

At OrionLab, we like to keep code open. Below you can find publications with open-source code and appropriate links. More at our GitHub Page .

FLOGA: A machine learning ready dataset, a benchmark and a novel deep learning model for burnt area mapping with Sentinel-2

Over the last decade there has been an increasing frequency and intensity of wildfires across the globe, posing significant threats to …

Maria Sdraka, Alkinoos Dimakos, Alexandros Malounis, Zisoula Ntasiou, Konstantinos Karantzalos, Dimitrios Michail, Ioannis Papoutsis

FLOGA: A machine learning ready dataset, a benchmark and a novel deep learning model for burnt area mapping with Sentinel-2

Mesogeos: A multi-purpose dataset for data-driven wildfire modeling in the Mediterranean

We introduce Mesogeos, a large-scale multi-purpose dataset for wildfire modeling in the Mediterranean. Mesogeos integrates variables …

Spyros Kondylatos, Ioannis Prapas, Gustau Camps-Valls, Ioannis Papoutsis

Benchmarking and scaling of deep learning models for land cover image classification

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Ioannis Papoutsis, Nikolaos-Ioannis Bountos, Angelos Zavras, Dimitrios Michail, Christos Tryfonopoulos

TeleViT: Teleconnection-driven Transformers Improve Subseasonal to Seasonal Wildfire Forecasting

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Ioannis Prapas, Nikolaos-Ioannis Bountos, Spyros Kondylatos, Dimitrios Michail, Gustau Camps-Valls, Ioannis Papoutsis

TeleViT: Teleconnection-driven Transformers Improve Subseasonal to Seasonal Wildfire Forecasting

Wildfire Danger Prediction and Understanding With Deep Learning

Abstract Climate change exacerbates the occurence of extreme droughts and heatwaves, increasing the frequency and intensity of large …

Spyros Kondylatos, Ioannis Prapas, Michele Ronco, Ioannis Papoutsis, Gustau Camps‐Valls, María Piles, Miguel‐Ángel Fernández‐Torres, Nuno Carvalhais

A sentinel-2 multiyear, multicountry benchmark dataset for crop classification and segmentation with deep learning

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Dimitrios Sykas, Maria Sdraka, Dimitrios Zografakis, Ioannis Papoutsis

Deep Learning for Rapid Landslide Detection using Synthetic Aperture Radar (SAR) Datacubes

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Vanessa Boehm, Wei Ji Leong, Ragini Bal Mahesh, Ioannis Prapas, Edoardo Nemni, Freddie Kalaitzis, Siddha Ganju, Raul Ramos-Pollan

Deep Learning Methods for Daily Wildfire Danger Forecasting

Wildfire forecasting is of paramount importance for disaster risk reduction and environmental sustainability. We approach daily fire …

Ioannis Prapas, Spyros Kondylatos, Ioannis Papoutsis, Gustau Camps-Valls, Michele Ronco, Miguel-Ángel Fernández-Torres, Maria Piles Guillem, Nuno Carvalhais

Deep Learning Methods for Daily Wildfire Danger Forecasting