Hyperspectral Reflectance and Fluorescence Imaging to Detect Scab Induced Stress in Apple Leaves

Apple scab causes significant losses in the production of this fruit. A timely and more site-specific monitoring and spraying of the disease could reduce the number of applications of fungicides in the fruit industry. The aim of this leaf-scale study therefore lies in the early detection of apple sc...

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Main Authors: Johan Keulemans, Stefaan Lhermitte, Roland Valcke, Ben Somers, Willem W. Verstraeten, Annemarie Auwerkerken, Stephanie Delalieux, Pol Coppin
Format: Article
Language:English
Published: MDPI AG 2009-11-01
Series:Remote Sensing
Subjects:
Online Access:http://www.mdpi.com/2072-4292/1/4/858/
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spelling doaj-919631ae902749519cd6f1b87d0b81e02020-11-25T00:38:19ZengMDPI AGRemote Sensing2072-42922009-11-011485887410.3390/rs1040858Hyperspectral Reflectance and Fluorescence Imaging to Detect Scab Induced Stress in Apple LeavesJohan KeulemansStefaan LhermitteRoland ValckeBen SomersWillem W. VerstraetenAnnemarie AuwerkerkenStephanie DelalieuxPol CoppinApple scab causes significant losses in the production of this fruit. A timely and more site-specific monitoring and spraying of the disease could reduce the number of applications of fungicides in the fruit industry. The aim of this leaf-scale study therefore lies in the early detection of apple scab infections in a non-invasive and non-destructive way. In order to attain this objective, fluorescence- and hyperspectral imaging techniques were used. An experiment was conducted under controlled environmental conditions, linking hyperspectral reflectance and fluorescence imaging measurements to scab infection symptoms in a susceptible apple cultivar (Malus x domestica Borkh. cv. Braeburn). Plant stress was induced by inoculation of the apple plants with scab spores. The quantum efficiency of Photosystem II (PSII) photochemistry was derived from fluorescence images of leaves under light adapted conditions. Leaves inoculated with scab spores were expected to have lower PSII quantum efficiency than control (mock) leaves. However, besides scab-induced, also immature leaves exhibited low PSII quantum efficiency. Therefore, this study recommends the simultaneous use of fluorescence imaging and hyperspectral techniques. A shortwave infrared narrow-waveband ratio index (R1480/R2135) is presented in this paper as a promising tool to identify scab stress before symptoms become visible to the naked eye. Low PSII quantum efficiency attended by low narrow waveband R1480/R2135 index values points out scab stress in an early stage. Apparent high PSII quantum efficiency together with high overall reflectance in VIS and SWIR spectral domains indicate a severe, well-developed scab infection. http://www.mdpi.com/2072-4292/1/4/858/hyperspectral and fluorescence datascab detection
collection DOAJ
language English
format Article
sources DOAJ
author Johan Keulemans
Stefaan Lhermitte
Roland Valcke
Ben Somers
Willem W. Verstraeten
Annemarie Auwerkerken
Stephanie Delalieux
Pol Coppin
spellingShingle Johan Keulemans
Stefaan Lhermitte
Roland Valcke
Ben Somers
Willem W. Verstraeten
Annemarie Auwerkerken
Stephanie Delalieux
Pol Coppin
Hyperspectral Reflectance and Fluorescence Imaging to Detect Scab Induced Stress in Apple Leaves
Remote Sensing
hyperspectral and fluorescence data
scab detection
author_facet Johan Keulemans
Stefaan Lhermitte
Roland Valcke
Ben Somers
Willem W. Verstraeten
Annemarie Auwerkerken
Stephanie Delalieux
Pol Coppin
author_sort Johan Keulemans
title Hyperspectral Reflectance and Fluorescence Imaging to Detect Scab Induced Stress in Apple Leaves
title_short Hyperspectral Reflectance and Fluorescence Imaging to Detect Scab Induced Stress in Apple Leaves
title_full Hyperspectral Reflectance and Fluorescence Imaging to Detect Scab Induced Stress in Apple Leaves
title_fullStr Hyperspectral Reflectance and Fluorescence Imaging to Detect Scab Induced Stress in Apple Leaves
title_full_unstemmed Hyperspectral Reflectance and Fluorescence Imaging to Detect Scab Induced Stress in Apple Leaves
title_sort hyperspectral reflectance and fluorescence imaging to detect scab induced stress in apple leaves
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2009-11-01
description Apple scab causes significant losses in the production of this fruit. A timely and more site-specific monitoring and spraying of the disease could reduce the number of applications of fungicides in the fruit industry. The aim of this leaf-scale study therefore lies in the early detection of apple scab infections in a non-invasive and non-destructive way. In order to attain this objective, fluorescence- and hyperspectral imaging techniques were used. An experiment was conducted under controlled environmental conditions, linking hyperspectral reflectance and fluorescence imaging measurements to scab infection symptoms in a susceptible apple cultivar (Malus x domestica Borkh. cv. Braeburn). Plant stress was induced by inoculation of the apple plants with scab spores. The quantum efficiency of Photosystem II (PSII) photochemistry was derived from fluorescence images of leaves under light adapted conditions. Leaves inoculated with scab spores were expected to have lower PSII quantum efficiency than control (mock) leaves. However, besides scab-induced, also immature leaves exhibited low PSII quantum efficiency. Therefore, this study recommends the simultaneous use of fluorescence imaging and hyperspectral techniques. A shortwave infrared narrow-waveband ratio index (R1480/R2135) is presented in this paper as a promising tool to identify scab stress before symptoms become visible to the naked eye. Low PSII quantum efficiency attended by low narrow waveband R1480/R2135 index values points out scab stress in an early stage. Apparent high PSII quantum efficiency together with high overall reflectance in VIS and SWIR spectral domains indicate a severe, well-developed scab infection.
topic hyperspectral and fluorescence data
scab detection
url http://www.mdpi.com/2072-4292/1/4/858/
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