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Software for Bubble identification from images with machine learning methods

Hessenkemper, Hendrik; Starke, Sebastian; Atassi, Yazan; Ziegenhein, Thomas; Lucas, Dirk


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  <dc:creator>Hessenkemper, Hendrik</dc:creator>
  <dc:creator>Starke, Sebastian</dc:creator>
  <dc:creator>Atassi, Yazan</dc:creator>
  <dc:creator>Ziegenhein, Thomas</dc:creator>
  <dc:creator>Lucas, Dirk</dc:creator>
  <dc:date>2022-08-05</dc:date>
  <dc:description>This package contains the software and the trained models described in the publication "Bubble identification from images with machine learning methods". Please refer to the README.md for installation instructions and to the Prediction_demo.ipynb for usage demonstration.

Update

The Prediction_demo.ipynb includes now an example how to prepare the predictions for the tracking algorithm of "Fate of bubble clusters rising in a quiescent liquid". The tracking code can be found here.

Update

Now only tensorflow models are used, so no MXNet installation required.</dc:description>
  <dc:identifier>https://rodare.hzdr.de/record/2566</dc:identifier>
  <dc:identifier>10.14278/rodare.2566</dc:identifier>
  <dc:identifier>oai:rodare.hzdr.de:2566</dc:identifier>
  <dc:language>eng</dc:language>
  <dc:relation>url:https://www.hzdr.de/publications/Publ-34349</dc:relation>
  <dc:relation>url:https://www.hzdr.de/publications/Publ-34350</dc:relation>
  <dc:relation>doi:10.14278/rodare.1470</dc:relation>
  <dc:relation>url:https://rodare.hzdr.de/communities/energy</dc:relation>
  <dc:relation>url:https://rodare.hzdr.de/communities/fwd</dc:relation>
  <dc:relation>url:https://rodare.hzdr.de/communities/hzdr</dc:relation>
  <dc:relation>url:https://rodare.hzdr.de/communities/rodare</dc:relation>
  <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
  <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
  <dc:subject>Bubbly flows</dc:subject>
  <dc:subject>Deep Learning</dc:subject>
  <dc:subject>Computer Vision</dc:subject>
  <dc:subject>CNN</dc:subject>
  <dc:subject>Semantic segmentation</dc:subject>
  <dc:title>Software for Bubble identification from images with machine learning methods</dc:title>
  <dc:type>info:eu-repo/semantics/other</dc:type>
  <dc:type>software</dc:type>
</oai_dc:dc>
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