A Step-by-Step Guide for Automated Plant Canopy Delineation Using Deep Learning: An Example in Strawberry Using ArcGIS Pro Software
This publication presents a guide to image analysis for researchers and farm managers who use ArcGIS software. Anyone with basic geographic information system analysis skills may follow along with the demonstration and learn to implement the Mask Region Convolutional Neural Networks model, a widely...
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| Format: | Article |
| Language: | English |
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The University of Florida George A. Smathers Libraries
2021-09-01
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| Series: | EDIS |
| Online Access: | https://journals.flvc.org/edis/article/view/127406 |
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| _version_ | 1825198555804991488 |
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| author | Amr Abd-Elrahman Katie Britt Vance Whitaker |
| author_facet | Amr Abd-Elrahman Katie Britt Vance Whitaker |
| author_sort | Amr Abd-Elrahman |
| collection | DOAJ |
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This publication presents a guide to image analysis for researchers and farm managers who use ArcGIS software. Anyone with basic geographic information system analysis skills may follow along with the demonstration and learn to implement the Mask Region Convolutional Neural Networks model, a widely used model for object detection, to delineate strawberry canopies using ArcGIS Pro Image Analyst Extension in a simple workflow. This process is useful for precision agriculture management.
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| format | Article |
| id | doaj-art-0b5de56806cf4ca18d5aab3da4868042 |
| institution | Kabale University |
| issn | 2576-0009 |
| language | English |
| publishDate | 2021-09-01 |
| publisher | The University of Florida George A. Smathers Libraries |
| record_format | Article |
| series | EDIS |
| spelling | doaj-art-0b5de56806cf4ca18d5aab3da48680422025-02-08T05:44:43ZengThe University of Florida George A. Smathers LibrariesEDIS2576-00092021-09-0120215A Step-by-Step Guide for Automated Plant Canopy Delineation Using Deep Learning: An Example in Strawberry Using ArcGIS Pro SoftwareAmr Abd-Elrahman0Katie Britt1https://orcid.org/0000-0001-9013-1722Vance Whitaker2https://orcid.org/0000-0002-2172-3019University of FloridaUniversity of FloridaUniversity of Florida This publication presents a guide to image analysis for researchers and farm managers who use ArcGIS software. Anyone with basic geographic information system analysis skills may follow along with the demonstration and learn to implement the Mask Region Convolutional Neural Networks model, a widely used model for object detection, to delineate strawberry canopies using ArcGIS Pro Image Analyst Extension in a simple workflow. This process is useful for precision agriculture management. https://journals.flvc.org/edis/article/view/127406 |
| spellingShingle | Amr Abd-Elrahman Katie Britt Vance Whitaker A Step-by-Step Guide for Automated Plant Canopy Delineation Using Deep Learning: An Example in Strawberry Using ArcGIS Pro Software EDIS |
| title | A Step-by-Step Guide for Automated Plant Canopy Delineation Using Deep Learning: An Example in Strawberry Using ArcGIS Pro Software |
| title_full | A Step-by-Step Guide for Automated Plant Canopy Delineation Using Deep Learning: An Example in Strawberry Using ArcGIS Pro Software |
| title_fullStr | A Step-by-Step Guide for Automated Plant Canopy Delineation Using Deep Learning: An Example in Strawberry Using ArcGIS Pro Software |
| title_full_unstemmed | A Step-by-Step Guide for Automated Plant Canopy Delineation Using Deep Learning: An Example in Strawberry Using ArcGIS Pro Software |
| title_short | A Step-by-Step Guide for Automated Plant Canopy Delineation Using Deep Learning: An Example in Strawberry Using ArcGIS Pro Software |
| title_sort | step by step guide for automated plant canopy delineation using deep learning an example in strawberry using arcgis pro software |
| url | https://journals.flvc.org/edis/article/view/127406 |
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