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The XyloTron: Flexible, Open-Source, Image-Based Macroscopic Field Identification of Wood Products
Forests, estimated to contain two thirds of the world’s biodiversity, face existential threats due to illegal logging and land conversion. Efforts to combat illegal logging and to support sustainable value chains are hampered by a critical lack of affordable and scalable technologies for field-level...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7366520/ https://www.ncbi.nlm.nih.gov/pubmed/32754178 http://dx.doi.org/10.3389/fpls.2020.01015 |
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author | Ravindran, Prabu Thompson, Blaise J. Soares, Richard K. Wiedenhoeft, Alex C. |
author_facet | Ravindran, Prabu Thompson, Blaise J. Soares, Richard K. Wiedenhoeft, Alex C. |
author_sort | Ravindran, Prabu |
collection | PubMed |
description | Forests, estimated to contain two thirds of the world’s biodiversity, face existential threats due to illegal logging and land conversion. Efforts to combat illegal logging and to support sustainable value chains are hampered by a critical lack of affordable and scalable technologies for field-level inspection of wood and wood products. To meet this need we present the XyloTron, a complete, self-contained, multi-illumination, field-deployable, open-source platform for field imaging and identification of forest products at the macroscopic scale. The XyloTron platform integrates an imaging system built with off-the-shelf components, flexible illumination options with visible and UV light sources, software for camera control, and deep learning models for identification. We demonstrate the capabilities of the XyloTron platform with example applications for automatic wood and charcoal identification using visible light and human-mediated wood identification based on ultra-violet illumination and discuss applications in field imaging, metrology, and material characterization of other substrates. |
format | Online Article Text |
id | pubmed-7366520 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-73665202020-08-03 The XyloTron: Flexible, Open-Source, Image-Based Macroscopic Field Identification of Wood Products Ravindran, Prabu Thompson, Blaise J. Soares, Richard K. Wiedenhoeft, Alex C. Front Plant Sci Plant Science Forests, estimated to contain two thirds of the world’s biodiversity, face existential threats due to illegal logging and land conversion. Efforts to combat illegal logging and to support sustainable value chains are hampered by a critical lack of affordable and scalable technologies for field-level inspection of wood and wood products. To meet this need we present the XyloTron, a complete, self-contained, multi-illumination, field-deployable, open-source platform for field imaging and identification of forest products at the macroscopic scale. The XyloTron platform integrates an imaging system built with off-the-shelf components, flexible illumination options with visible and UV light sources, software for camera control, and deep learning models for identification. We demonstrate the capabilities of the XyloTron platform with example applications for automatic wood and charcoal identification using visible light and human-mediated wood identification based on ultra-violet illumination and discuss applications in field imaging, metrology, and material characterization of other substrates. Frontiers Media S.A. 2020-07-10 /pmc/articles/PMC7366520/ /pubmed/32754178 http://dx.doi.org/10.3389/fpls.2020.01015 Text en Copyright © 2020 Ravindran, Thompson, Soares and Wiedenhoeft http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Plant Science Ravindran, Prabu Thompson, Blaise J. Soares, Richard K. Wiedenhoeft, Alex C. The XyloTron: Flexible, Open-Source, Image-Based Macroscopic Field Identification of Wood Products |
title | The XyloTron: Flexible, Open-Source, Image-Based Macroscopic Field Identification of Wood Products |
title_full | The XyloTron: Flexible, Open-Source, Image-Based Macroscopic Field Identification of Wood Products |
title_fullStr | The XyloTron: Flexible, Open-Source, Image-Based Macroscopic Field Identification of Wood Products |
title_full_unstemmed | The XyloTron: Flexible, Open-Source, Image-Based Macroscopic Field Identification of Wood Products |
title_short | The XyloTron: Flexible, Open-Source, Image-Based Macroscopic Field Identification of Wood Products |
title_sort | xylotron: flexible, open-source, image-based macroscopic field identification of wood products |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7366520/ https://www.ncbi.nlm.nih.gov/pubmed/32754178 http://dx.doi.org/10.3389/fpls.2020.01015 |
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