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Labels for Emergency Response Imagery from Hurricane Florence, Hurricane Michael, and Hurricane Isaias

Labels for Emergency Response Imagery from Hurricane Florence, Hurricane Michael, and Hurricane Isaias
Labels for Emergency Response Imagery from Hurricane Florence, Hurricane Michael, and Hurricane Isaias
The csv files contain human-generated labels for Emergency Response Imagery collected by US National Oceanic and Atmospheric Administration (NOAA) after Hurricane Barry, Delta, Dorian, Florence, Ida, Isaias, Laura, Michael, Sally, Zeta, and Tropical Storm Gordon. All authors contributed to labeling the imagery. All labeling was done with an open-source labeling tool (Rafique et al., 2020). All csv files provide the userID (the ID of the anonymous labeler), the NOAA flight, the NOAA image, and 6 labels — allWater (if the image was all water), devType (if the image had buildings/development), washoverType (if the image had washover deposits), dmgType (if the image showed damage to built environment), impactType (if the labeler could identify the coastal impact, using the Storm Impact Scale from Sallenger, 2000), and terrainType (the type of physical environment). Images labeled here correspond to multiple NOAA flights — all listed in the csv file for each jpeg image. These jpeg images can be downloaded directly from NOAA (https://storms.ngs.noaa.gov/) or using Moretz et al. (2020a, 2020b). There are three csv files: ReleaseData_10172022.csv has 10,237 labels for 4250 images. These labels were generated by coastal scientists. The csv also contains the Latitude and Longitude of the image center (from NOAA). ReleaseDataQuads.csv has 400 labels for 100 images. These labels were generated by coastal scientists. The images labeled in this set correspond to original NOAA images that have been split into quadrants. Splitting images was done with ImageMagick. The command used to split the images was: `magick mogrify -crop 2x2@ +repage -path ../quadrants *.jpg` The naming convention corresponds to the image quarter — the *-0.jpg is upper left, *-1.jpg is upper right, *-2.jpg is lower left, and *-3.jpg is the lower right. ReleaseDataNCE.csv has 400 labels for 100 images. These images were labeled by non-coastal scientists. Note that the 100 images were also labeled by coastal scientists — those labels can be found in ReleaseData_v3.csv. There is another companion dataset to this, with slightly different labels (Goldstein et al., 2020). A zip file of images is also provided for demonstration purposes (images.zip). These are resized copies made with imagemagick, with the longest dimension set at 2000 pixels ( `mogrify -resize 2000x2000`). For full size images, please download the jpegs directly from NOAA.
Zenodo
Ellenson, Ashley
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Reeves, Ian
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Williams, Hannah E.
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Ashton, Andrew D.
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Palermo, Rose V.
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Straub, Jessamin A.
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Castagno, Katherine
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Wernette, Phillipe A.
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Buscombe, Daniel
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Wallace, Elizabeth
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Taylor, Luke
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Over, Jin-Si R.
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Sanborn, Lily H.
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Hovenga, Paige A.
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Goldstein, Evan B.
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Anarde, Katherine
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Sigdel, Rajesh
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Cohn, Nicholas
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Mungaray, Michael
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Beuzen, Tomas
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Tagner, Steven
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Mohanty, Somya D.
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Lazarus, Eli D.
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Ellenson, Ashley
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Reeves, Ian
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Williams, Hannah E.
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Ashton, Andrew D.
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Palermo, Rose V.
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Straub, Jessamin A.
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Castagno, Katherine
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Wernette, Phillipe A.
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Buscombe, Daniel
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Wallace, Elizabeth
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Taylor, Luke
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Over, Jin-Si R.
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Sanborn, Lily H.
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Hovenga, Paige A.
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Ratliff, Katherine M.
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Goldstein, Evan B.
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Gillen, Megan N.
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Conlin, Matthew P.
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Anarde, Katherine
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Sigdel, Rajesh
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Cohn, Nicholas
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Mungaray, Michael
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Beuzen, Tomas
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Tagner, Steven
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Mohanty, Somya D.
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Lazarus, Eli D.
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(2021) Labels for Emergency Response Imagery from Hurricane Florence, Hurricane Michael, and Hurricane Isaias. Zenodo doi:10.5281/zenodo.5172799 [Dataset]

Record type: Dataset

Abstract

The csv files contain human-generated labels for Emergency Response Imagery collected by US National Oceanic and Atmospheric Administration (NOAA) after Hurricane Barry, Delta, Dorian, Florence, Ida, Isaias, Laura, Michael, Sally, Zeta, and Tropical Storm Gordon. All authors contributed to labeling the imagery. All labeling was done with an open-source labeling tool (Rafique et al., 2020). All csv files provide the userID (the ID of the anonymous labeler), the NOAA flight, the NOAA image, and 6 labels — allWater (if the image was all water), devType (if the image had buildings/development), washoverType (if the image had washover deposits), dmgType (if the image showed damage to built environment), impactType (if the labeler could identify the coastal impact, using the Storm Impact Scale from Sallenger, 2000), and terrainType (the type of physical environment). Images labeled here correspond to multiple NOAA flights — all listed in the csv file for each jpeg image. These jpeg images can be downloaded directly from NOAA (https://storms.ngs.noaa.gov/) or using Moretz et al. (2020a, 2020b). There are three csv files: ReleaseData_10172022.csv has 10,237 labels for 4250 images. These labels were generated by coastal scientists. The csv also contains the Latitude and Longitude of the image center (from NOAA). ReleaseDataQuads.csv has 400 labels for 100 images. These labels were generated by coastal scientists. The images labeled in this set correspond to original NOAA images that have been split into quadrants. Splitting images was done with ImageMagick. The command used to split the images was: `magick mogrify -crop 2x2@ +repage -path ../quadrants *.jpg` The naming convention corresponds to the image quarter — the *-0.jpg is upper left, *-1.jpg is upper right, *-2.jpg is lower left, and *-3.jpg is the lower right. ReleaseDataNCE.csv has 400 labels for 100 images. These images were labeled by non-coastal scientists. Note that the 100 images were also labeled by coastal scientists — those labels can be found in ReleaseData_v3.csv. There is another companion dataset to this, with slightly different labels (Goldstein et al., 2020). A zip file of images is also provided for demonstration purposes (images.zip). These are resized copies made with imagemagick, with the longest dimension set at 2000 pixels ( `mogrify -resize 2000x2000`). For full size images, please download the jpegs directly from NOAA.

This record has no associated files available for download.

More information

Published date: 9 August 2021

Identifiers

Local EPrints ID: 472868
URI: http://eprints.soton.ac.uk/id/eprint/472868
PURE UUID: 642a6d2d-0c83-4da8-a370-71d15266cf79
ORCID for Eli D. Lazarus: ORCID iD orcid.org/0000-0003-2404-9661

Catalogue record

Date deposited: 20 Dec 2022 17:44
Last modified: 18 Jul 2023 01:48

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Contributors

Contributor: Ashley Ellenson
Contributor: Ian Reeves
Contributor: Hannah E. Williams
Contributor: Andrew D. Ashton
Contributor: Rose V. Palermo
Contributor: Jessamin A. Straub
Contributor: Katherine Castagno
Contributor: Phillipe A. Wernette
Contributor: Daniel Buscombe
Contributor: Elizabeth Wallace
Contributor: Luke Taylor
Contributor: Jin-Si R. Over
Contributor: Lily H. Sanborn
Contributor: Paige A. Hovenga
Contributor: Katherine M. Ratliff
Contributor: Evan B. Goldstein
Contributor: Megan N. Gillen
Contributor: Matthew P. Conlin
Contributor: Katherine Anarde
Contributor: Rajesh Sigdel
Contributor: Nicholas Cohn
Contributor: Michael Mungaray
Contributor: Tomas Beuzen
Contributor: Steven Tagner
Contributor: Somya D. Mohanty
Contributor: Eli D. Lazarus ORCID iD

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