Software Open Access
Hessenkemper, Hendrik; Starke, Sebastian; Atassi, Yazan; Ziegenhein, Thomas; Lucas, Dirk
<?xml version='1.0' encoding='UTF-8'?> <record xmlns="http://www.loc.gov/MARC21/slim"> <leader>00000nmm##2200000uu#4500</leader> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Starke, Sebastian</subfield> <subfield code="u">HZDR</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Atassi, Yazan</subfield> <subfield code="u">HZDR</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Ziegenhein, Thomas</subfield> <subfield code="u">TIVConsultancy</subfield> <subfield code="0">(orcid)0000-0002-1378-3900</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Lucas, Dirk</subfield> <subfield code="u">HZDR</subfield> <subfield code="0">(orcid)0000-0003-0463-2278</subfield> </datafield> <datafield tag="260" ind1=" " ind2=" "> <subfield code="c">2022-08-05</subfield> </datafield> <datafield tag="024" ind1=" " ind2=" "> <subfield code="a">10.14278/rodare.2566</subfield> <subfield code="2">doi</subfield> </datafield> <datafield tag="540" ind1=" " ind2=" "> <subfield code="u">https://creativecommons.org/licenses/by/4.0/legalcode</subfield> <subfield code="a">Creative Commons Attribution 4.0 International</subfield> </datafield> <datafield tag="520" ind1=" " ind2=" "> <subfield code="a"><p>This package contains the software and the trained models described in the publication <a href="https://arxiv.org/abs/2202.03107">&quot;Bubble identification from images with machine learning methods&quot;</a>. Please refer to the README.md for installation instructions and to the Prediction_demo.ipynb for usage demonstration.</p> <p><strong>Update</strong></p> <p>The Prediction_demo.ipynb includes now an example how to prepare the predictions for the tracking algorithm of <a href="https://arxiv.org/abs/2306.02101">&quot;Fate of bubble clusters rising in a quiescent liquid&quot;</a>. The tracking code can be found <a href="https://rodare.hzdr.de/record/2316">here</a>.</p> <p><strong>Update</strong></p> <p>Now only tensorflow models are used, so no MXNet installation required.</p></subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">software</subfield> </datafield> <datafield tag="856" ind1="4" ind2=" "> <subfield code="s">4028482</subfield> <subfield code="u">https://rodare.hzdr.de/record/2566/files/CodeRepo.zip</subfield> <subfield code="z">md5:3e7b49ad85cd644dba8e4b7c88bfb1a1</subfield> </datafield> <datafield tag="856" ind1="4" ind2=" "> <subfield code="s">65308998</subfield> <subfield code="u">https://rodare.hzdr.de/record/2566/files/Models.zip</subfield> <subfield code="z">md5:f4a6990ae1e39c12ff9e9f619ca7b640</subfield> </datafield> <controlfield tag="005">20231120134721.0</controlfield> <datafield tag="100" ind1=" " ind2=" "> <subfield code="a">Hessenkemper, Hendrik</subfield> <subfield code="u">HZDR</subfield> <subfield code="0">(orcid)0000-0002-2588-694X</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">user-energy</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">user-fwd</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">user-hzdr</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">user-rodare</subfield> </datafield> <datafield tag="909" ind1="C" ind2="O"> <subfield code="o">oai:rodare.hzdr.de:2566</subfield> <subfield code="p">software</subfield> <subfield code="p">user-energy</subfield> <subfield code="p">user-fwd</subfield> <subfield code="p">user-hzdr</subfield> <subfield code="p">user-rodare</subfield> </datafield> <datafield tag="773" ind1=" " ind2=" "> <subfield code="a">https://www.hzdr.de/publications/Publ-34349</subfield> <subfield code="i">isIdenticalTo</subfield> <subfield code="n">url</subfield> </datafield> <datafield tag="773" ind1=" " ind2=" "> <subfield code="a">https://www.hzdr.de/publications/Publ-34350</subfield> <subfield code="i">isReferencedBy</subfield> <subfield code="n">url</subfield> </datafield> <datafield tag="773" ind1=" " ind2=" "> <subfield code="a">10.14278/rodare.1470</subfield> <subfield code="i">isVersionOf</subfield> <subfield code="n">doi</subfield> </datafield> <datafield tag="245" ind1=" " ind2=" "> <subfield code="a">Software for Bubble identification from images with machine learning methods</subfield> </datafield> <datafield tag="650" ind1="1" ind2="7"> <subfield code="a">cc-by</subfield> <subfield code="2">opendefinition.org</subfield> </datafield> <datafield tag="542" ind1=" " ind2=" "> <subfield code="l">open</subfield> </datafield> <controlfield tag="001">2566</controlfield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">Bubbly flows</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">Deep Learning</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">Computer Vision</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">CNN</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">Semantic segmentation</subfield> </datafield> <datafield tag="041" ind1=" " ind2=" "> <subfield code="a">eng</subfield> </datafield> </record>
All versions | This version | |
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Views | 2,364 | 370 |
Downloads | 348 | 72 |
Data volume | 8.3 GB | 2.4 GB |
Unique views | 1,483 | 304 |
Unique downloads | 224 | 45 |