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    <title>topic Re: Lidar into Veg Classifications in LIDAR Resources Questions</title>
    <link>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868767#M160</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;&lt;A href="https://community.esri.com/people/acrawford-esristaff"&gt;acrawford-esristaff&lt;/A&gt; What version of arcmap/pro do I need to run the two tools you have provided?&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Tue, 24 Jan 2017 23:03:23 GMT</pubDate>
    <dc:creator>RickeyFight</dc:creator>
    <dc:date>2017-01-24T23:03:23Z</dc:date>
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      <title>Lidar into Veg Classifications</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868762#M155</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Is there a tool that I can use Lidar to create Vegetation classifications?&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;I am looking for types such as Douglas Fir and Madrone.&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I am not looking for:&amp;nbsp;&lt;/P&gt;&lt;TABLE style="color: #4d4d4d; border: 1px solid #dddddd; font-size: 0.875em; margin-bottom: 1.5em;"&gt;&lt;TBODY class=""&gt;&lt;TR class="" style="border-bottom: 1px solid #dddddd;"&gt;&lt;TD colspan="1" rowspan="1" style="border-left: 1px solid #dddddd; border-right: 1px solid #dddddd; padding: 12px;"&gt;&lt;P style="font-size: 0.875rem; margin-top: 0em;"&gt;2&lt;/P&gt;&lt;/TD&gt;&lt;TD colspan="1" rowspan="1" style="border-left: 1px solid #dddddd; border-right: 1px solid #dddddd; padding: 12px;"&gt;&lt;P style="font-size: 0.875rem; margin-top: 0em;"&gt;Ground&lt;/P&gt;&lt;/TD&gt;&lt;/TR&gt;&lt;TR class="" style="border-bottom: 1px solid #dddddd;"&gt;&lt;TD colspan="1" rowspan="1" style="border-left: 1px solid #dddddd; border-right: 1px solid #dddddd; padding: 12px;"&gt;&lt;P style="font-size: 0.875rem; margin-top: 0em;"&gt;3&lt;/P&gt;&lt;/TD&gt;&lt;TD colspan="1" rowspan="1" style="border-left: 1px solid #dddddd; border-right: 1px solid #dddddd; padding: 12px;"&gt;&lt;P style="font-size: 0.875rem; margin-top: 0em;"&gt;Low Vegetation&lt;/P&gt;&lt;/TD&gt;&lt;/TR&gt;&lt;TR class="" style="border-bottom: 1px solid #dddddd;"&gt;&lt;TD colspan="1" rowspan="1" style="border-left: 1px solid #dddddd; border-right: 1px solid #dddddd; padding: 12px;"&gt;&lt;P style="font-size: 0.875rem; margin-top: 0em;"&gt;4&lt;/P&gt;&lt;/TD&gt;&lt;TD colspan="1" rowspan="1" style="border-left: 1px solid #dddddd; border-right: 1px solid #dddddd; padding: 12px;"&gt;&lt;P style="font-size: 0.875rem; margin-top: 0em;"&gt;Medium Vegetation&lt;/P&gt;&lt;/TD&gt;&lt;/TR&gt;&lt;TR class="" style="border-bottom: 1px solid #dddddd;"&gt;&lt;TD colspan="1" rowspan="1" style="border-left: 1px solid #dddddd; border-right: 1px solid #dddddd; padding: 12px;"&gt;&lt;P style="font-size: 0.875rem; margin-top: 0em;"&gt;5&lt;/P&gt;&lt;/TD&gt;&lt;TD colspan="1" rowspan="1" style="border-left: 1px solid #dddddd; border-right: 1px solid #dddddd; padding: 12px;"&gt;&lt;P style="font-size: 0.875rem; margin-top: 0em;"&gt;High Vegetation&lt;/P&gt;&lt;/TD&gt;&lt;/TR&gt;&lt;/TBODY&gt;&lt;/TABLE&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Fri, 13 Jan 2017 22:09:23 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868762#M155</guid>
      <dc:creator>RickeyFight</dc:creator>
      <dc:date>2017-01-13T22:09:23Z</dc:date>
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      <title>Re: Lidar into Veg Classifications</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868763#M156</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;There's no single tool that will do this for you, as far as I know. You generally need additional information (multispectral imagery, terrestrial ecosystem/forestry mapping, etc.) to build a model, incorporating things you know about what you want to model (height, density, smoothness, reflective characteristics, etc.).&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Fri, 13 Jan 2017 22:30:31 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868763#M156</guid>
      <dc:creator>DarrenWiens2</dc:creator>
      <dc:date>2017-01-13T22:30:31Z</dc:date>
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    <item>
      <title>Re: Lidar into Veg Classifications</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868764#M157</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hi Ricky,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Not sure the exact steps I would take, but you should look at taking your building footprints and running the &lt;SPAN style="color: #303030; font-size: 12pt;"&gt;Extracting Buildings and Trees from Lidar tool (&lt;A _jive_internal="true" href="https://community.esri.com/servlet/JiveServlet/download/56007-161805/BuildingTreeIdentification_V3.zip"&gt;&lt;SPAN style="color: #0066cc; text-decoration: underline;"&gt;BuildingTreeIdentification_V3.zip&lt;/SPAN&gt;&lt;/A&gt;)&amp;nbsp;&amp;nbsp; on my blog along with Trees as points (&lt;A _jive_internal="true" href="https://community.esri.com/servlet/JiveServlet/download/56007-162490/Trees From LIDAR and NAIP_Pro.TBX.zip"&gt;&lt;SPAN style="color: #0066cc; text-decoration: underline;"&gt;Trees From LIDAR and NAIP_Pro.TBX.zip&lt;/SPAN&gt;&lt;/A&gt;).&amp;nbsp;&amp;nbsp; Next, I would use the classification tools with imagery.&amp;nbsp;&amp;nbsp; Segmentation tool seems to be a good way of classifying the result.&amp;nbsp;&amp;nbsp; I would add those as a field to the points&amp;nbsp;and then try to do a group analysis using slope, segmentation, height, width, and maybe NDVI range.&amp;nbsp;&amp;nbsp; I tried this several years ago with some success.&amp;nbsp; Here's an area I segmented:&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;IMG __jive_id="304078" class="image-1 jive-image" src="https://community.esri.com/legacyfs/online/304078_pastedImage_2.png" /&gt;&lt;/P&gt;&lt;P&gt;And then the tree points with attributes run through a group analysis.&amp;nbsp;&amp;nbsp; The Red Triangles were points that are power lines or over water.&amp;nbsp;&amp;nbsp; You can see that different trees species are grouping with the different colors below.&amp;nbsp;&amp;nbsp; You really need ground truth data to do this properly.&lt;/P&gt;&lt;P&gt;&lt;IMG __jive_id="304079" class="image-2 jive-image" src="https://community.esri.com/legacyfs/online/304079_pastedImage_3.png" /&gt;&lt;/P&gt;&lt;P&gt;You have my number/email if you want to contact me.&amp;nbsp;&amp;nbsp; I have not had time to further this research lately.&lt;/P&gt;&lt;P&gt;Once you have the points with the groups of trees identified, it would be simple to buffer the trees to a polygon and then using the polygons to classify the points based on height.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Thanks,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Arthur Crawford - Esri&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 17 Jan 2017 16:31:40 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868764#M157</guid>
      <dc:creator>ArthurCrawford</dc:creator>
      <dc:date>2017-01-17T16:31:40Z</dc:date>
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    <item>
      <title>Re: Lidar into Veg Classifications</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868765#M158</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;&lt;A href="https://community.esri.com/people/acrawford-esristaff"&gt;acrawford-esristaff&lt;/A&gt;,&lt;/P&gt;&lt;P&gt;I will try this process and let you know if I have any issues.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Thank you!&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 17 Jan 2017 16:43:26 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868765#M158</guid>
      <dc:creator>RickeyFight</dc:creator>
      <dc:date>2017-01-17T16:43:26Z</dc:date>
    </item>
    <item>
      <title>Re: Lidar into Veg Classifications</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868766#M159</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;A quick "heads up" in case this is a new type of analysis for you - set aside time beforehand to determine what level of accuracy will be acceptable given your project needs and then during the analysis definitely &lt;EM&gt;ground truth &lt;/EM&gt;your results.&amp;nbsp; It is not uncommon with this type of analysis to mis-classify large amounts of data.&amp;nbsp; Expect to do several iterations as the process gets refined. I'd start with a small plot where you already know what trees exists there and see what the analysis says it is, then tweak the settings/process to improve the results.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Also, there always will be some level of error.&amp;nbsp; The question that will need to be answered is what level of error is acceptable.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Chris Donohue, GISP&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 17 Jan 2017 17:42:33 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868766#M159</guid>
      <dc:creator>ChrisDonohue__GISP</dc:creator>
      <dc:date>2017-01-17T17:42:33Z</dc:date>
    </item>
    <item>
      <title>Re: Lidar into Veg Classifications</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868767#M160</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;&lt;A href="https://community.esri.com/people/acrawford-esristaff"&gt;acrawford-esristaff&lt;/A&gt; What version of arcmap/pro do I need to run the two tools you have provided?&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 24 Jan 2017 23:03:23 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/lidar-into-veg-classifications/m-p/868767#M160</guid>
      <dc:creator>RickeyFight</dc:creator>
      <dc:date>2017-01-24T23:03:23Z</dc:date>
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