azzenn4/Timor_ML4FLood

Dataset for domain shift test in Sen1Floods11 training set, this dataset is manually curated for flood and cloud occlusions test set from WorldFloodsv2. Based on the paper Cross-Resolution Domain Shift: From U-Net Encoder–Decoder to the Prithvi Hybrid Model Gunawan, A. A. S., Kam, R. M., & Andrew, H.

Citations

@article{portales-julia_global_2023,
    title = {Global flood extent segmentation in optical satellite images},
    volume = {13},
    issn = {2045-2322},
    doi = {10.1038/s41598-023-47595-7},
    number = {1},
    urldate = {2023-11-30},
    journal = {Scientific Reports},
    author = {Portalés-Julià, Enrique and Mateo-García, Gonzalo and Purcell, Cormac and Gómez-Chova, Luis},
    month = nov,
    year = {2023},
    pages = {20316},
}
@article{mateo-garcia_inorbit_2023,
    title = {In-orbit demonstration of a re-trainable machine learning payload for processing optical imagery},
    volume = {13},
    issn = {2045-2322},
    url = {https://www.nature.com/articles/s41598-023-34436-w},
    doi = {10.1038/s41598-023-34436-w},
    number = {1},
    urldate = {2023-06-27},
    journal = {Scientific Reports},
    author = {Mateo-Garcia, Gonzalo and Veitch-Michaelis, Josh and Purcell, Cormac and Longepe, Nicolas and Reid, Simon and Anlind, Alice and Bruhn, Fredrik and Parr, James and Mathieu, Pierre Philippe},
    month = jun,
    year = {2023},
    pages = {10391},
}

@article{mateo-garcia_towards_2021,
    title = {Towards global flood mapping onboard low cost satellites with machine learning},
    volume = {11},
    issn = {2045-2322},
    doi = {10.1038/s41598-021-86650-z},
    number = {1},
    urldate = {2021-04-01},
    journal = {Scientific Reports},
    author = {Mateo-Garcia, Gonzalo and Veitch-Michaelis, Joshua and Smith, Lewis and Oprea, Silviu Vlad and Schumann, Guy and Gal, Yarin and Baydin, Atılım Güneş and Backes, Dietmar},
    month = mar,
    year = {2021},
    pages = {7249},
}