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Deep learning based landslide density estimation on SAR data for rapid response


Nov 18, 2022
Vanessa Boehm, Wei Ji Leong, Ragini Bal Mahesh, Ioannis Prapas, Edoardo Nemni, Freddie Kalaitzis, Siddha Ganju, Raul Ramos-Pollan

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* 7 pages, 5 figures 

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SAR-based landslide classification pretraining leads to better segmentation


Nov 17, 2022
Vanessa Böhm, Wei Ji Leong, Ragini Bal Mahesh, Ioannis Prapas, Edoardo Nemni, Freddie Kalaitzis, Siddha Ganju, Raul Ramos-Pollan

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* Accepted to the NeurIPS 2022 workshop Artificial Intelligence for Humanitarian Assistance and Disaster Response. This research was conducted as part of the Frontier Development Lab (FDL) 2022 

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


Nov 05, 2022
Vanessa Boehm, Wei Ji Leong, Ragini Bal Mahesh, Ioannis Prapas, Edoardo Nemni, Freddie Kalaitzis, Siddha Ganju, Raul Ramos-Pollan

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* Accepted in the NeurIPS 2022 workshop on Tackling Climate Change with Machine Learning. Authors Vanessa Boehm, Wei Ji Leong, Ragini Bal Mahesh, Ioannis Prapas contributed equally as researchers for the Frontier Development Lab (FDL) 2022 

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Open High-Resolution Satellite Imagery: The WorldStrat Dataset -- With Application to Super-Resolution


Jul 13, 2022
Julien Cornebise, Ivan Oršolić, Freddie Kalaitzis

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* Submitted, under review 

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Multi-Spectral Multi-Image Super-Resolution of Sentinel-2 with Radiometric Consistency Losses and Its Effect on Building Delineation


Nov 05, 2021
Muhammed Razzak, Gonzalo Mateo-Garcia, Luis Gómez-Chova, Yarin Gal, Freddie Kalaitzis

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RainBench: Towards Global Precipitation Forecasting from Satellite Imagery


Dec 17, 2020
Christian Schroeder de Witt, Catherine Tong, Valentina Zantedeschi, Daniele De Martini, Freddie Kalaitzis, Matthew Chantry, Duncan Watson-Parris, Piotr Bilinski

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* Work completed during the 2020 Frontier Development Lab research accelerator, a private-public partnership with NASA in the US, and ESA in Europe. Accepted as a spotlight/long oral talk at both Climate Change and AI, as well as AI for Earth Sciences Workshops at NeurIPS 2020 

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Pix2Streams: Dynamic Hydrology Maps from Satellite-LiDAR Fusion


Nov 15, 2020
Dolores Garcia, Gonzalo Mateo-Garcia, Hannes Bernhardt, Ron Hagensieker, Ignacio G. Lopez Francos, Jonathan Stock, Guy Schumann, Kevin Dobbs, Freddie Kalaitzis

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* Work completed during the 2020 Frontier Development Lab research accelerator, a private-public partnership with NASA in the US, and ESA in Europe. Accepted as a spotlight/long oral talk at AI for Earth Sciences Workshop at NeurIPS 2020 

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Counting Cows: Tracking Illegal Cattle Ranching From High-Resolution Satellite Imagery


Nov 14, 2020
Issam Laradji, Pau Rodriguez, Freddie Kalaitzis, David Vazquez, Ross Young, Ed Davey, Alexandre Lacoste

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