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    <title>topic Re: Road Sign Extraction with Deep Learning Example? in ArcGIS API for Python Questions</title>
    <link>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/1233350#M8033</link>
    <description>&lt;P&gt;Is there anything new with this? Gathering GIS data for DOT assets from cameras would be beneficial project.&lt;/P&gt;</description>
    <pubDate>Fri, 18 Nov 2022 18:59:45 GMT</pubDate>
    <dc:creator>LukeHenderson1</dc:creator>
    <dc:date>2022-11-18T18:59:45Z</dc:date>
    <item>
      <title>Road Sign Extraction with Deep Learning Example?</title>
      <link>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/825845#M3005</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hi all. I attended the imagery summit yesterday and saw the example of extracting road signs from video using deep learning again. We will be doing a road sign inventory soon and would like to try this workflow. I have seen this showcased several times now in different ESRI presentations\forums. I am wondering if there are any resources for this workflow, particularly any training datasets and recommendations for equipment and capture specs? The closest thing I could find is &lt;A href="https://developers.arcgis.com/python/sample-notebooks/automate-road-surface-investigation-using-deep-learning/"&gt;Automate Road Surface Investigation Using Deep Learning&lt;/A&gt;&amp;nbsp;example which I'm sure is similar. Thanks again.&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 07 Oct 2020 17:36:10 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/825845#M3005</guid>
      <dc:creator>COSPNWGuy</dc:creator>
      <dc:date>2020-10-07T17:36:10Z</dc:date>
    </item>
    <item>
      <title>Re: Road Sign Extraction with Deep Learning Example?</title>
      <link>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/825846#M3006</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;The source and its data is on their github site&lt;/P&gt;&lt;P&gt;&lt;A class="link-titled" href="https://github.com/Esri/arcgis-python-api/tree/master/samples/04_gis_analysts_data_scientists" title="https://github.com/Esri/arcgis-python-api/tree/master/samples/04_gis_analysts_data_scientists"&gt;arcgis-python-api/samples/04_gis_analysts_data_scientists at master · Esri/arcgis-python-api · GitHub&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 07 Oct 2020 19:13:05 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/825846#M3006</guid>
      <dc:creator>DanPatterson</dc:creator>
      <dc:date>2020-10-07T19:13:05Z</dc:date>
    </item>
    <item>
      <title>Re: Road Sign Extraction with Deep Learning Example?</title>
      <link>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/825847#M3007</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Not seeing anything for road signs or data?&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 07 Oct 2020 19:52:15 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/825847#M3007</guid>
      <dc:creator>COSPNWGuy</dc:creator>
      <dc:date>2020-10-07T19:52:15Z</dc:date>
    </item>
    <item>
      <title>Re: Road Sign Extraction with Deep Learning Example?</title>
      <link>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/825848#M3008</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;there is a data folder but not anything specific to road signs, that is just where the notebooks and the data are housed&lt;/P&gt;&lt;P&gt;&lt;A class="link-titled" href="https://github.com/Esri/arcgis-python-api" title="https://github.com/Esri/arcgis-python-api"&gt;GitHub - Esri/arcgis-python-api: Documentation and samples for ArcGIS API for Python&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;check inside the Samples folder for other bits&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 07 Oct 2020 20:12:36 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/825848#M3008</guid>
      <dc:creator>DanPatterson</dc:creator>
      <dc:date>2020-10-07T20:12:36Z</dc:date>
    </item>
    <item>
      <title>Re: Road Sign Extraction with Deep Learning Example?</title>
      <link>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/825849#M3009</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hi &lt;A href="https://community.esri.com/migrated-users/279463"&gt;Devin Doring&lt;/A&gt;‌,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I've found the following feature services for Stop Signs:&lt;/P&gt;&lt;P&gt;&lt;A class="link-titled" href="https://www.arcgis.com/home/item.html?id=f4e7ad6b7c6e43758e22d910f1938c40" title="https://www.arcgis.com/home/item.html?id=f4e7ad6b7c6e43758e22d910f1938c40"&gt;https://www.arcgis.com/home/item.html?id=f4e7ad6b7c6e43758e22d910f1938c40&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;A class="link-titled" href="https://www.arcgis.com/home/item.html?id=459dc422538c478b8565098027333c10" title="https://www.arcgis.com/home/item.html?id=459dc422538c478b8565098027333c10"&gt;https://www.arcgis.com/home/item.html?id=459dc422538c478b8565098027333c10&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Thu, 08 Oct 2020 08:02:48 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/825849#M3009</guid>
      <dc:creator>MehdiPira1</dc:creator>
      <dc:date>2020-10-08T08:02:48Z</dc:date>
    </item>
    <item>
      <title>Re: Road Sign Extraction with Deep Learning Example?</title>
      <link>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/1233350#M8033</link>
      <description>&lt;P&gt;Is there anything new with this? Gathering GIS data for DOT assets from cameras would be beneficial project.&lt;/P&gt;</description>
      <pubDate>Fri, 18 Nov 2022 18:59:45 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-api-for-python-questions/road-sign-extraction-with-deep-learning-example/m-p/1233350#M8033</guid>
      <dc:creator>LukeHenderson1</dc:creator>
      <dc:date>2022-11-18T18:59:45Z</dc:date>
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