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View article: Mapping floods from remote sensing data and quantifying the effects of surface obstruction by clouds and vegetation
Mapping floods from remote sensing data and quantifying the effects of surface obstruction by clouds and vegetation Open
Floods are one of the most devastating natural calamities affecting millions of people and causing damage all around the globe. Flood models and remote sensing imagery are often used to predict and understand flooding. An increasing number…
View article: DELTA: An Open-Source Framework to Simplify Machine Learning with Satellite Imagery
DELTA: An Open-Source Framework to Simplify Machine Learning with Satellite Imagery Open
Earth and Space Science Open Archive Presented WorkOpen AccessYou are viewing the latest version by default [v1]DELTA: An Open-Source Framework to Simplify Machine Learning with Satellite ImageryAuthorsMichaelvon PohleiDBrianColtiniDScottM…
View article: Automated Processing of Declassified KH-9 Hexagon Satellite Images for Global Elevation Change Analysis Since the 1970s
Automated Processing of Declassified KH-9 Hexagon Satellite Images for Global Elevation Change Analysis Since the 1970s Open
Observing changes in Earth surface topography is crucial for many Earth science disciplines. Documenting these changes over several decades at regional to global scale remains a challenge due to the limited availability of suitable satelli…
View article: Observations of sea ice melt from Operation IceBridge imagery
Observations of sea ice melt from Operation IceBridge imagery Open
The summer albedo of Arctic sea ice is heavily dependent on the fraction and color of melt ponds that form on the ice surface. This work presents a new dataset of sea ice surface fractions along Operation IceBridge (OIB) flight tracks deri…
View article: Observations of Sea Ice Melt from Operation IceBridge Imagery
Observations of Sea Ice Melt from Operation IceBridge Imagery Open
The summer albedo of Arctic sea ice is heavily dependent on the fraction and color of melt ponds that form on the ice surface. This work presents a new dataset of sea ice surface fractions along Operation IceBridge (OIB) flight tracks deri…
View article: Feature Learning for Multispectral Satellite Imagery Classification using Neural Architecture Search
Feature Learning for Multispectral Satellite Imagery Classification using Neural Architecture Search Open
Automated classification of remote sensing data is an integral tool for earth scientists, and deep learning has proven very successful at solving such problems. However, building deep learning models to process the data requires expert kno…
View article: The Ames Stereo Pipeline: NASA's Open Source Software for Deriving and Processing Terrain Data
The Ames Stereo Pipeline: NASA's Open Source Software for Deriving and Processing Terrain Data Open
The NASA Ames Stereo Pipeline is a suite of free and open source automated geodesy and stereogrammetry tools designed for processing stereo images captured from satellites (around Earth and other planets), robotic rovers, aerial cameras, a…
View article: NeoGeographyToolkit/StereoPipeline: NASA Ames Stereo Pipeline 2.6.1
NeoGeographyToolkit/StereoPipeline: NASA Ames Stereo Pipeline 2.6.1 Open
RELEASE 2.6.1, August 13, 2018 New satellites Support Cartosat-1 and Perusat-1 RPC cameras. New tools Added convert_pinhole_model, to convert between various existing such models. Added camera_footprint as a helpful utility to show where …
View article: Automatic boosted flood mapping from satellite data
Automatic boosted flood mapping from satellite data Open
Numerous algorithms have been proposed to map floods from Moderate Resolution Imaging Spectroradiometer (MODIS) imagery. However, most require human input to succeed, either to specify a threshold value or to manually annotate training dat…