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HyperART: non-invasive quantification of leaf traits using hyperspectral absorption-reflectance-transmittance imaging
BACKGROUND: Combined assessment of leaf reflectance and transmittance is currently limited to spot (point) measurements. This study introduces a tailor-made hyperspectral absorption-reflectance-transmittance imaging (HyperART) system, yielding a non-invasive determination of both reflectance and tra...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4302522/ https://www.ncbi.nlm.nih.gov/pubmed/25649124 http://dx.doi.org/10.1186/s13007-015-0043-0 |
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author | Bergsträsser, Sergej Fanourakis, Dimitrios Schmittgen, Simone Cendrero-Mateo, Maria Pilar Jansen, Marcus Scharr, Hanno Rascher, Uwe |
author_facet | Bergsträsser, Sergej Fanourakis, Dimitrios Schmittgen, Simone Cendrero-Mateo, Maria Pilar Jansen, Marcus Scharr, Hanno Rascher, Uwe |
author_sort | Bergsträsser, Sergej |
collection | PubMed |
description | BACKGROUND: Combined assessment of leaf reflectance and transmittance is currently limited to spot (point) measurements. This study introduces a tailor-made hyperspectral absorption-reflectance-transmittance imaging (HyperART) system, yielding a non-invasive determination of both reflectance and transmittance of the whole leaf. We addressed its applicability for analysing plant traits, i.e. assessing Cercospora beticola disease severity or leaf chlorophyll content. To test the accuracy of the obtained data, these were compared with reflectance and transmittance measurements of selected leaves acquired by the point spectroradiometer ASD FieldSpec, equipped with the FluoWat device. RESULTS: The working principle of the HyperART system relies on the upward redirection of transmitted and reflected light (range of 400 to 2500 nm) of a plant sample towards two line scanners. By using both the reflectance and transmittance image, an image of leaf absorption can be calculated. The comparison with the dynamically high-resolution ASD FieldSpec data showed good correlation, underlying the accuracy of the HyperART system. Our experiments showed that variation in both leaf chlorophyll content of four different crop species, due to different fertilization regimes during growth, and fungal symptoms on sugar beet leaves could be accurately estimated and monitored. The use of leaf reflectance and transmittance, as well as their sum (by which the non-absorbed radiation is calculated) obtained by the HyperART system gave considerably improved results in classification of Cercospora leaf spot disease and determination of chlorophyll content. CONCLUSIONS: The HyperART system offers the possibility for non-invasive and accurate mapping of leaf transmittance and absorption, significantly expanding the applicability of reflectance, based on mapping spectroscopy, in plant sciences. Therefore, the HyperART system may be readily employed for non-invasive determination of the spatio-temporal dynamics of various plant properties. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13007-015-0043-0) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4302522 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-43025222015-02-03 HyperART: non-invasive quantification of leaf traits using hyperspectral absorption-reflectance-transmittance imaging Bergsträsser, Sergej Fanourakis, Dimitrios Schmittgen, Simone Cendrero-Mateo, Maria Pilar Jansen, Marcus Scharr, Hanno Rascher, Uwe Plant Methods Methodology BACKGROUND: Combined assessment of leaf reflectance and transmittance is currently limited to spot (point) measurements. This study introduces a tailor-made hyperspectral absorption-reflectance-transmittance imaging (HyperART) system, yielding a non-invasive determination of both reflectance and transmittance of the whole leaf. We addressed its applicability for analysing plant traits, i.e. assessing Cercospora beticola disease severity or leaf chlorophyll content. To test the accuracy of the obtained data, these were compared with reflectance and transmittance measurements of selected leaves acquired by the point spectroradiometer ASD FieldSpec, equipped with the FluoWat device. RESULTS: The working principle of the HyperART system relies on the upward redirection of transmitted and reflected light (range of 400 to 2500 nm) of a plant sample towards two line scanners. By using both the reflectance and transmittance image, an image of leaf absorption can be calculated. The comparison with the dynamically high-resolution ASD FieldSpec data showed good correlation, underlying the accuracy of the HyperART system. Our experiments showed that variation in both leaf chlorophyll content of four different crop species, due to different fertilization regimes during growth, and fungal symptoms on sugar beet leaves could be accurately estimated and monitored. The use of leaf reflectance and transmittance, as well as their sum (by which the non-absorbed radiation is calculated) obtained by the HyperART system gave considerably improved results in classification of Cercospora leaf spot disease and determination of chlorophyll content. CONCLUSIONS: The HyperART system offers the possibility for non-invasive and accurate mapping of leaf transmittance and absorption, significantly expanding the applicability of reflectance, based on mapping spectroscopy, in plant sciences. Therefore, the HyperART system may be readily employed for non-invasive determination of the spatio-temporal dynamics of various plant properties. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13007-015-0043-0) contains supplementary material, which is available to authorized users. BioMed Central 2015-01-16 /pmc/articles/PMC4302522/ /pubmed/25649124 http://dx.doi.org/10.1186/s13007-015-0043-0 Text en © Bergsträsser et al.; licensee BioMed Central. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Methodology Bergsträsser, Sergej Fanourakis, Dimitrios Schmittgen, Simone Cendrero-Mateo, Maria Pilar Jansen, Marcus Scharr, Hanno Rascher, Uwe HyperART: non-invasive quantification of leaf traits using hyperspectral absorption-reflectance-transmittance imaging |
title | HyperART: non-invasive quantification of leaf traits using hyperspectral absorption-reflectance-transmittance imaging |
title_full | HyperART: non-invasive quantification of leaf traits using hyperspectral absorption-reflectance-transmittance imaging |
title_fullStr | HyperART: non-invasive quantification of leaf traits using hyperspectral absorption-reflectance-transmittance imaging |
title_full_unstemmed | HyperART: non-invasive quantification of leaf traits using hyperspectral absorption-reflectance-transmittance imaging |
title_short | HyperART: non-invasive quantification of leaf traits using hyperspectral absorption-reflectance-transmittance imaging |
title_sort | hyperart: non-invasive quantification of leaf traits using hyperspectral absorption-reflectance-transmittance imaging |
topic | Methodology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4302522/ https://www.ncbi.nlm.nih.gov/pubmed/25649124 http://dx.doi.org/10.1186/s13007-015-0043-0 |
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