DFC30
Description
This repository provides datasets used in the paper "JSPSR: Joint Spatial Propagation Super-Resolution Networks for Enhancement of Bare-Earth Digital Elevation Models from Global Data".
This work selected (1) the Copernicus GLO-30 DEM (COP30) dataset as the low-resolution DSM source, (2) the Forest And Buildings removed Copernicus DEM (FABDEM) dataset and FathomDEM dataset as the comparison reference DTM source, (3) the HighResCanopyHeight dataset as the Canopy Height Map (CHM) source, and (4) the GRSS Data Fusion Contest 2022 (DFC2022 or grss_dfc_2022) dataset as the high-resolution image, DTM and land use mask sources, to build a dataset for real-world DEM SR problems, denoted here as DFC30 (DFC30.zip).
The DFC30 dataset was preprocessed to 8 m and 3 m resolution samples for network training and evaluation, denoted as DFC30-8m (DFC30_8m.zip) and DFC30-3m (DFC30_3m.zip), respectively.
Files
DFC30_8m.zip
Files
(44.0 GB)
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Additional details
Related works
- Is published in
- Journal article: 10.3390/rs17213591 (DOI)
References
- Ronny Hänsch, Claudio Persello, Gemine Vivone, Javiera Castillo Navarro, Alexandre Boulch, Sebastien Lefevre, Bertrand Le Saux (2022). Data Fusion Contest 2022 (DFC2022). IEEE Dataport. https://dx.doi.org/10.21227/rjv6-f516
- Hawker, L., Uhe, P., Paulo, L., Sosa, J., Savage, J., Sampson, C., & Neal, J. (2022). A 30 m global map of elevation with forests and buildings removed. Environmental Research Letters, 17(2), 024016.
- High Resolution Canopy Height Maps by WRI and Meta was accessed on DATE from https://registry.opendata.aws/dataforgood-fb-forests. Meta and World Resources Institude (WRI) - 2024. High Resolution Canopy Height Maps (CHM). Source imagery for CHM © 2016 Maxar. Accessed DAY MONTH YEAR.
- Uhe, P., Lucas, C., Hawker, L., Brine, M., Wilkinson, H., Cooper, A., ... & Sampson, C. (2025). FathomDEM: an improved global terrain map using a hybrid vision transformer model. Environmental Research Letters, 20(3), 034002.
- Urban Atlas Land Cover/Land Use 2012 (vector), Europe, 6-yearly, Jan. 2021. (2021). [Data set]. European Environment Agency. http://data.europa.eu/88u/dataset/debc1869-a4a2-4611-ae95-daeefce23490 (Original work published 2016)
- European Space Agency, & Airbus. (2022). Copernicus DEM [Data set]. Copernicus DEM. doi:10.5270/esa-c5d3d65