Datasets for "Where the White Continent is blue: deep learning locates bare ice in Antarctica"

• Main Authors: Tollenaar, Veronica, Zekollari, Harry, Pattyn, Frank, Rußwurm, Marc, Kellenberger, Benjamin, Lhermitte, Stef, Izeboud, Maaike, Tuia, Devis
• Format: Other/Unknown Material
• Language: unknown
• Published: Zenodo 2023
• Subjects: blue ice areas; Antarctica; Antarc*
• Online Access: https://doi.org/10.5281/zenodo.8333865

This archive provides datasets related to the following manuscript: V. Tollenaar, H. Zekollari, F. Pattyn, M. Rußwurm, B. Kellenberger, S. Lhermitte, M. Izeboud, D. Tuia, Where the White Continent is blue: deep learning locates bare ice in Antarctica, [Paper # 2023GL106285] Contact: Veronica Tollenaar, [e-mail] Data is provided for review and should not be shared. About the datasets: it includes the seven-band MODIS composite ("merged_bands_composite3031080910.tif"), the outlines of our set of training ("train_squares.zip"), validation ("validation_squares.zip"), and testing regions ("test_squares.zip"), the predictions on the presence of blue ice ("final_map.nc"), the corresponding uncertainty estimates ("final_map.nc"), and the smoothed blue ice area outlines ("smoothed_BIAs.zip"). References to the literature are provided in the corresponding manuscript. - final_map.nc: netcdf in which the band "mean" represents the predictions on the presence of blue ice, and the band "std" the corresponding uncertainty estimates - handlabels_sqXXX.zip: archived .cpg, .bdf, .prj, .shp, and .shx files of the handlabeled blue ice areas (Figures S3 and S4) in the respective squares (indicated in the files "xxxx_squares.zip") - merged_bands_composite3031080910.tif: 7-band tif file of the 7-band MODIS composite (Figure S1, Text S1) - smoothed_BIAs.zip: archived .cpg, .bdf, .prj, .shp, and .shx files of the smoothed outlines of our BIA predictions (Text S5) - xxxx_squares.zip: archived .cpg, .bdf, .prj, .shp, and .shx files of the outlines of training, validation, and testing regions (Figure S2)