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<p class="MsoNormal">Resend to include the attachment.<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Thank you.<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal"><b><span style="color:#005826;letter-spacing:-.3pt;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">Loke Jian Munn</span></b><span lang="EN-US" style="font-size:12.0pt;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:3.0pt"><span style="color:#585858;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">Information Technology (IT) Department</span><span lang="EN-US" style="font-size:12.0pt;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal"><span style="color:#585858;mso-fareast-language:ZH-TW"><img width="173" height="73" style="width:1.802in;height:.7604in" id="Picture_x0020_6" src="cid:image001.png@01D9A45A.EE3B83F0"></span><span lang="EN-US" style="font-size:12.0pt;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="margin-top:6.0pt"><b><span style="font-size:9.5pt;color:#005826;letter-spacing:-.2pt;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">KUALA LUMPUR KEPONG BERHAD</span></b><span lang="EN-US" style="font-size:12.0pt;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="line-height:95%"><span style="font-size:9.5pt;line-height:95%;color:#585858;letter-spacing:-.1pt;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">Wisma Taiko,</span><span lang="EN-US" style="font-size:12.0pt;line-height:95%;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="line-height:95%"><span style="font-size:9.5pt;line-height:95%;color:#585858;letter-spacing:-.1pt;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">No. 1, Jalan S.P. Seenivasagam,</span><span lang="EN-US" style="font-size:12.0pt;line-height:95%;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="line-height:95%"><span style="font-size:9.5pt;line-height:95%;color:#585858;letter-spacing:-.1pt;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">30000 Ipoh,Perak Darul Ridzuan,Malaysia</span><span lang="EN-US" style="font-size:12.0pt;line-height:95%;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="line-height:95%"><b><span style="font-size:9.5pt;line-height:95%;color:#005826;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">T    : 
</span></b><span style="font-size:9.5pt;line-height:95%;color:#585858;letter-spacing:-.1pt;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">+605 240 8000 (ext. 2443)</span><span lang="EN-US" style="font-size:12.0pt;line-height:95%;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="margin-top:4.0pt;line-height:85%"><a href="https://clicktime.symantec.com/15tpDKjABDCCmu4drBEZD?h=4-LzQeEUOcKmp7sCwswGafke694l_dZCDQJ4Rb8N8bc=&u=http://www.klk.com.my/"><span style="font-size:9.5pt;line-height:85%;color:#585858;mso-fareast-language:ZH-TW;text-decoration:none"><img border="0" width="101" height="13" style="width:1.052in;height:.1354in" id="Picture_x0020_7" src="cid:image002.png@01D9A45A.EE3B83F0" alt="A close up of a sign

Description automatically generated"></span></a><a href="https://clicktime.symantec.com/15tpJ9vSdpsoBqtZPjdhq?h=bX-LFOj0HrSJV_t-3L_WhMP3i5PRx5AtNBaHlI02C7k=&u=http://www.linkedin.com/company/klkberhad"><b><span style="font-size:9.5pt;line-height:85%;color:#005826;letter-spacing:-.2pt;mso-fareast-language:ZH-TW;text-decoration:none"><img border="0" width="58" height="13" style="width:.6041in;height:.1354in" id="Picture_x0020_8" src="cid:image003.png@01D9A45A.EE3B83F0" alt="A close up of a sign

Description automatically generated"></span></b></a><span lang="EN-US" style="font-size:12.0pt;line-height:85%;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal"><b><span lang="EN-US">From:</span></b><span lang="EN-US"> Loke Jian Munn
<br>
<b>Sent:</b> Wednesday, 21 June, 2023 4:09 PM<br>
<b>To:</b> kirk <kirk@nortekresources.com>; qgis-user@lists.osgeo.org; Richard McDonnell <richard.mcdonnell@opw.ie><br>
<b>Subject:</b> RE: <o:p></o:p></span></p>
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<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Hi, <o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">As mention previously, I need NIR band to perform the NDVI, however my drone sensor does not record NIR band.<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">So, I trying another way which is crop counting from orthophoto with Python and Scikit Image. The whole process is geospatial as it works with raster and shapefiles and results are finally displayed on QGIS.<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">But the results I get are like below:<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><img border="0" width="1127" height="463" style="width:11.7395in;height:4.8229in" id="Picture_x0020_4" src="cid:image004.png@01D9A45A.EE3B83F0"><o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">After Zoom in: <o:p></o:p></p>
<p class="MsoNormal"><img border="0" width="1128" height="464" style="width:11.75in;height:4.8333in" id="Picture_x0020_5" src="cid:image005.png@01D9A45A.EE3B83F0"><o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">May I know what’s goes wrong ? I have attached the Python code above for references. For this project, I using an Orthomosaic layer with resolution of 5cm.<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Appreciate if you can provide me some guidelines or insights in this as this is my first time touching python and scikit.<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Thank you.<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Regards,<o:p></o:p></p>
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<p class="MsoNormal"><b><span style="color:#005826;letter-spacing:-.3pt;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">Loke Jian Munn</span></b><span lang="EN-US" style="font-size:12.0pt;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:3.0pt"><span style="color:#585858;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">Information Technology (IT) Department</span><span lang="EN-US" style="font-size:12.0pt;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal"><span style="color:#585858;mso-fareast-language:ZH-TW"><img border="0" width="173" height="73" style="width:1.802in;height:.7604in" id="Picture_x0020_3" src="cid:image001.png@01D9A45A.EE3B83F0"></span><span lang="EN-US" style="font-size:12.0pt;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="margin-top:6.0pt"><b><span style="font-size:9.5pt;color:#005826;letter-spacing:-.2pt;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">KUALA LUMPUR KEPONG BERHAD</span></b><span lang="EN-US" style="font-size:12.0pt;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="line-height:95%"><span style="font-size:9.5pt;line-height:95%;color:#585858;letter-spacing:-.1pt;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">Wisma Taiko,</span><span lang="EN-US" style="font-size:12.0pt;line-height:95%;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="line-height:95%"><span style="font-size:9.5pt;line-height:95%;color:#585858;letter-spacing:-.1pt;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">No. 1, Jalan S.P. Seenivasagam,</span><span lang="EN-US" style="font-size:12.0pt;line-height:95%;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="line-height:95%"><span style="font-size:9.5pt;line-height:95%;color:#585858;letter-spacing:-.1pt;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">30000 Ipoh,Perak Darul Ridzuan,Malaysia</span><span lang="EN-US" style="font-size:12.0pt;line-height:95%;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="line-height:95%"><b><span style="font-size:9.5pt;line-height:95%;color:#005826;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">T    : 
</span></b><span style="font-size:9.5pt;line-height:95%;color:#585858;letter-spacing:-.1pt;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW">+605 240 8000 (ext. 2443)</span><span lang="EN-US" style="font-size:12.0pt;line-height:95%;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
<p class="MsoNormal" style="margin-top:4.0pt;line-height:85%"><a href="https://clicktime.symantec.com/15tpDKjABDCCmu4drBEZD?h=4-LzQeEUOcKmp7sCwswGafke694l_dZCDQJ4Rb8N8bc=&u=http://www.klk.com.my/"><span style="font-size:9.5pt;line-height:85%;color:#585858;mso-fareast-language:ZH-TW;text-decoration:none"><img border="0" width="101" height="13" style="width:1.052in;height:.1354in" id="Picture_x0020_19" src="cid:image002.png@01D9A45A.EE3B83F0" alt="A close up of a sign

Description automatically generated"></span></a><a href="https://clicktime.symantec.com/15tpJ9vSdpsoBqtZPjdhq?h=bX-LFOj0HrSJV_t-3L_WhMP3i5PRx5AtNBaHlI02C7k=&u=http://www.linkedin.com/company/klkberhad"><b><span style="font-size:9.5pt;line-height:85%;color:#005826;letter-spacing:-.2pt;mso-fareast-language:ZH-TW;text-decoration:none"><img border="0" width="58" height="13" style="width:.6041in;height:.1354in" id="Picture_x0020_27" src="cid:image003.png@01D9A45A.EE3B83F0" alt="A close up of a sign

Description automatically generated"></span></b></a><span lang="EN-US" style="font-size:12.0pt;line-height:85%;font-family:"MS PGothic",sans-serif;mso-ligatures:standardcontextual;mso-fareast-language:ZH-TW"><o:p></o:p></span></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal"><b><span lang="EN-US">From:</span></b><span lang="EN-US"> kirk <<a href="mailto:kirk@nortekresources.com">kirk@nortekresources.com</a>>
<br>
<b>Sent:</b> Tuesday, 6 June, 2023 6:09 PM<br>
<b>To:</b> Loke Jian Munn <<a href="mailto:jm.loke@klk.com.my">jm.loke@klk.com.my</a>>;
<a href="mailto:qgis-user@lists.osgeo.org">qgis-user@lists.osgeo.org</a><br>
<b>Subject:</b> <o:p></o:p></span></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal">Hi Loke<o:p></o:p></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal">Richard suggested using a NDVI approach which would require data in the Near Infrared (NIR) band.  An orthomisaic would contain 3 colour bands, but not the NIR.  NDVI provides an understanding of plant greenness and health and may not be
 suitable for detecting oil palm's.  <o:p></o:p></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal">If you are getting 90 percent plus with your current approach , you may find that you will spend 4 times longer capturing the additional 10 percent.  <o:p></o:p></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal">NIR data,are available from various satellite sensors however, their resolution would not work at the individual plant level.<o:p></o:p></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal">Some drone sensors record the NIR band.<o:p></o:p></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal">Kirk Schmidt<o:p></o:p></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<p class="MsoNormal"><span style="font-size:9.0pt;color:#575757">Sent from my Galaxy<o:p></o:p></span></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<br>
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<b>Kuala Lumpur Kepong Berhad </b>
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