DEM Super-Resolution with EfficientNetV2

Bekir Z Demiray; Muhammed Sit; Ibrahim Demir

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DEM Super-Resolution with EfficientNetV2

Preprint

Open access

DEM Super-Resolution with EfficientNetV2

Bekir Z Demiray, Muhammed Sit and Ibrahim Demir

ArXiv.org

09/20/2021

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https://arxiv.org/abs/2109.09661View

Preprint (Author's original)This preprint has not been evaluated by subject experts through peer review. Preprints may undergo extensive changes and/or become peer-reviewed journal articles. Open Access

Abstract

Efficient climate change monitoring and modeling rely on high-quality geospatial and environmental datasets. Due to limitations in technical capabilities or resources, the acquisition of high-quality data for many environmental disciplines is costly. Digital Elevation Model (DEM) datasets are such examples whereas their low-resolution versions are widely available, high-resolution ones are scarce. In an effort to rectify this problem, we propose and assess an EfficientNetV2 based model. The proposed model increases the spatial resolution of DEMs up to 16times without additional information.

Details

Title: Subtitle: DEM Super-Resolution with EfficientNetV2
Creators: Bekir Z Demiray
Muhammed Sit
Ibrahim Demir
Resource Type: Preprint
Publication Details: ArXiv.org
ISSN: 2331-8422
Number of pages: 6 pages
Language: English
Date posted: 09/20/2021
Academic Unit: Electrical and Computer Engineering; Civil and Environmental Engineering; IIHR--Hydroscience and Engineering; Injury Prevention Research Center
Record Identifier: 9984202252702771

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