DeepBedMap: A super-resolution neural network created bed topography of Antarctica

Going beyond BEDMAP2 using a super resolution deep neural network. deepbedmap_v1.1.0.zip: Python code for the DeepBedMap Super-Resolution Generative Adversarial Network. deepbedmap_dem.tif: Digital Elevation Model (250 m spatial resolution) in GeoTiff format, using Antarctic Polar Stereographic Proj...

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Bibliographic Details
Main Authors: Leong, Wei Ji, Horgan, Huw Joseph
Format: Dataset
Language:English
Published: Zenodo 2020
Subjects:
Antarctica
Digital Elevation Model
Super-resolution
Neural Network
Antarctic
Antarc*
Online Access:https://dx.doi.org/10.5281/zenodo.3752613
https://zenodo.org/record/3752613
Description
Summary:Going beyond BEDMAP2 using a super resolution deep neural network. deepbedmap_v1.1.0.zip: Python code for the DeepBedMap Super-Resolution Generative Adversarial Network. deepbedmap_dem.tif: Digital Elevation Model (250 m spatial resolution) in GeoTiff format, using Antarctic Polar Stereographic Projection (EPSG:3031). srgan_generator_model_weights.npz: The Generator neural network weights/parameters as a NumPy zip file.

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