Journal article Open Access

DeepMoon Supplemental Materials

Silburt, Ari; Ali-Dib, Mohamad; Zhu, Chenchong; Jackson, Alan; Menou, Kristen


MARC21 XML Export

<?xml version='1.0' encoding='UTF-8'?>
<record xmlns="http://www.loc.gov/MARC21/slim">
  <leader>00000nam##2200000uu#4500</leader>
  <datafield tag="041" ind1=" " ind2=" ">
    <subfield code="a">eng</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">machine learning</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">neural network</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">convolutional neural network</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">astronomy</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">craters</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">moon</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">computer vision</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">deep learning</subfield>
  </datafield>
  <controlfield tag="005">20200120173956.0</controlfield>
  <controlfield tag="001">1133969</controlfield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">Centre for Planetary Sciences, University of Toronto at Scarborough; Canadian Institute for Theoretical Astrophysics, University of Toronto</subfield>
    <subfield code="a">Ali-Dib, Mohamad</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">Department of Astronomy &amp; Astrophysics, University of Toronto; Canadian Institute for Theoretical Astrophysics, University of Toronto</subfield>
    <subfield code="a">Zhu, Chenchong</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">Centre for Planetary Sciences, University of Toronto at Scarborough; Department of Astronomy &amp; Astrophysics, University of Toronto; School of Earth and Space Exploration, Arizona State University</subfield>
    <subfield code="a">Jackson, Alan</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">Centre for Planetary Sciences, University of Toronto at Scarborough; Canadian Institute for Theoretical Astrophysics, University of Toronto</subfield>
    <subfield code="a">Menou, Kristen</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">181405180</subfield>
    <subfield code="z">md5:d569dd772b9185800347cd1ace7ee0c4</subfield>
    <subfield code="u">https://zenodo.org/record/1133969/files/dev_craters.hdf5</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">9878694864</subfield>
    <subfield code="z">md5:dbd05ba31eac639c3e6f4efaaa946ae9</subfield>
    <subfield code="u">https://zenodo.org/record/1133969/files/dev_images.hdf5</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">274371452</subfield>
    <subfield code="z">md5:b45391fd1d497814a05fdade7419fb85</subfield>
    <subfield code="u">https://zenodo.org/record/1133969/files/LunarLROLrocKaguya_118mperpix.png</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">123423448</subfield>
    <subfield code="z">md5:58f74664ea6f9cb87dcf88d71149946d</subfield>
    <subfield code="u">https://zenodo.org/record/1133969/files/model_keras1.2.2.h5</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">123444040</subfield>
    <subfield code="z">md5:f9d8780b9b7bac383125e60d759b66cc</subfield>
    <subfield code="u">https://zenodo.org/record/1133969/files/model_keras2.h5</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">33669382</subfield>
    <subfield code="z">md5:e14bed2aab884b941cdf1e68663448de</subfield>
    <subfield code="u">https://zenodo.org/record/1133969/files/post-processed_sample_images.zip</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">375872</subfield>
    <subfield code="z">md5:62df1d8de3cf4c5d105b997b012dc3e0</subfield>
    <subfield code="u">https://zenodo.org/record/1133969/files/post-processed_test_craters.npy</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">264761344</subfield>
    <subfield code="z">md5:f5bf4de056b1151e76c8239532dca350</subfield>
    <subfield code="u">https://zenodo.org/record/1133969/files/test_craters.hdf5</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">9878694864</subfield>
    <subfield code="z">md5:9045f7f91a0a10175a6e384a8bbabf63</subfield>
    <subfield code="u">https://zenodo.org/record/1133969/files/test_images.hdf5</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">261653680</subfield>
    <subfield code="z">md5:e8acede7db01409b1bec51cea7816e03</subfield>
    <subfield code="u">https://zenodo.org/record/1133969/files/train_craters.hdf5</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">9878694864</subfield>
    <subfield code="z">md5:83c1f8b4c7c0c9a9a9c7674ff489ef0a</subfield>
    <subfield code="u">https://zenodo.org/record/1133969/files/train_images.hdf5</subfield>
  </datafield>
  <datafield tag="542" ind1=" " ind2=" ">
    <subfield code="l">open</subfield>
  </datafield>
  <datafield tag="260" ind1=" " ind2=" ">
    <subfield code="c">2018-01-31</subfield>
  </datafield>
  <datafield tag="909" ind1="C" ind2="O">
    <subfield code="p">openaire</subfield>
    <subfield code="p">user-astronomy-general</subfield>
    <subfield code="o">oai:zenodo.org:1133969</subfield>
  </datafield>
  <datafield tag="100" ind1=" " ind2=" ">
    <subfield code="u">Centre for Planetary Sciences, University of Toronto at Scarborough; Department of Astronomy &amp; Astrophysics, University of Toronto; Department of Astronomy &amp; Astrophysics, Penn State University</subfield>
    <subfield code="a">Silburt, Ari</subfield>
  </datafield>
  <datafield tag="245" ind1=" " ind2=" ">
    <subfield code="a">DeepMoon Supplemental Materials</subfield>
  </datafield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">user-astronomy-general</subfield>
  </datafield>
  <datafield tag="540" ind1=" " ind2=" ">
    <subfield code="u">https://creativecommons.org/licenses/by-sa/4.0/legalcode</subfield>
    <subfield code="a">Creative Commons Attribution Share Alike 4.0 International</subfield>
  </datafield>
  <datafield tag="650" ind1="1" ind2="7">
    <subfield code="a">cc-by</subfield>
    <subfield code="2">opendefinition.org</subfield>
  </datafield>
  <datafield tag="520" ind1=" " ind2=" ">
    <subfield code="a">&lt;p&gt;This database contains supplemental materials to the journal article, &amp;quot;Lunar Crater Identification via Deep Learning&amp;quot;, which trained a&amp;nbsp;convolutional neural network (convnet) to automate the identification of&amp;nbsp;lunar craters.&amp;nbsp; The database is meant to enable users&amp;nbsp;to reproduce our work, or apply our model and data&amp;nbsp;to new applications.&amp;nbsp; For more information about the project&amp;nbsp;please see the associated journal article.&amp;nbsp; For the code, DeepMoon, and instructions on how to use the files in this database, see the GitHub link below. For a brief description of each file in this database, see the file list below.&amp;nbsp;&lt;/p&gt;

&lt;p&gt;Code&lt;br&gt;
--------&lt;br&gt;
DeepMoon is available at https://github.com/silburt/DeepMoon&lt;/p&gt;

&lt;p&gt;&lt;br&gt;
Files&lt;br&gt;
-------&lt;/p&gt;

&lt;p&gt;dev_craters.hdf5 - Pandas HDFStore of crater locations and sizes for images in the validation dataset.&lt;/p&gt;

&lt;p&gt;dev_images.hdf5 - Input DEM images and output targets of the validation dataset.&amp;nbsp; Also includes each image&amp;#39;s longitude/latitude bounds, and the pixel bounds of the global DEM regions cropped to make each image.&lt;/p&gt;

&lt;p&gt;LunarLROLrocKaguya_118mperpix.png - LRO LOLA and Kaguya Terrain Camera DEM Merge, downsampled to 118 m/pixel and 8 bits/pixel.&amp;nbsp; The original file can be found at: https://astrogeology.usgs.gov/search/map/Moon/LRO/LOLA/Lunar_LRO_LrocKaguya_DEMmerge_60N60S_512ppd.&lt;/p&gt;

&lt;p&gt;model_keras1.2.2.h5 -&amp;nbsp;Keras model weights for the DeepMoon CNN, compatible with Keras version 1.2.2.&lt;/p&gt;

&lt;p&gt;model_keras2.h5 - Keras model weights for the DeepMoon CNN, compatible with Keras versions &amp;gt;= 2.0.&lt;/p&gt;

&lt;p&gt;post-processed_sample_images.zip - Contains a set of sample images from the test dataset with the Moon DEM image, new identified craters, CNN target predictions, and ground-truth. The new craters from these images were used to estimate the post-processed false positive rate. See Instructions.txt in .zip file for more details.&lt;/p&gt;

&lt;p&gt;post-processed_test_craters.npy - numpy file containing post-processed craters&amp;nbsp;identified by our pipeline&amp;nbsp;on the test set. Each crater entry is&amp;nbsp;arranged as a tuple: (longitude, latitude,&amp;nbsp;radii), where longitude and latitude are in degrees, and radius is in kilometres.&amp;nbsp;&lt;/p&gt;

&lt;p&gt;test_craters.hdf5 - Pandas HDFStore of crater locations and sizes for images in the test dataset.&lt;/p&gt;

&lt;p&gt;test_images.hdf5 - Input DEM images and output targets of the test dataset.&amp;nbsp; Also includes each image&amp;#39;s longitude/latitude bounds, and the pixel bounds of the global DEM regions cropped to make each image.&lt;/p&gt;

&lt;p&gt;train_craters.hdf5 - Pandas HDFStore of crater locations and sizes for images in the training dataset.&lt;/p&gt;

&lt;p&gt;train_images.hdf5 - Input DEM images and output targets of the training dataset.&amp;nbsp; Also includes each image&amp;#39;s longitude/latitude bounds, and the pixel bounds of the global DEM regions cropped to make each image.&lt;/p&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;</subfield>
  </datafield>
  <datafield tag="773" ind1=" " ind2=" ">
    <subfield code="n">doi</subfield>
    <subfield code="i">isVersionOf</subfield>
    <subfield code="a">10.5281/zenodo.1133968</subfield>
  </datafield>
  <datafield tag="024" ind1=" " ind2=" ">
    <subfield code="a">10.5281/zenodo.1133969</subfield>
    <subfield code="2">doi</subfield>
  </datafield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">publication</subfield>
    <subfield code="b">article</subfield>
  </datafield>
</record>
3,475
15,772
views
downloads
All versions This version
Views 3,4753,478
Downloads 15,77215,763
Data volume 112.8 TB112.7 TB
Unique views 3,0203,023
Unique downloads 2,8112,810

Share

Cite as