{"id":1642,"date":"2024-08-30T00:02:04","date_gmt":"2024-08-29T22:02:04","guid":{"rendered":"https:\/\/cubert-hyperspectral.com\/?p=1642"},"modified":"2026-09-09T22:30:39","modified_gmt":"2026-09-09T20:30:39","slug":"fungal-plant-disease-detection","status":"publish","type":"post","link":"https:\/\/cubert-hyperspectral.com\/en\/knowledge\/fungal-plant-disease-detection\/","title":{"rendered":"Fungal Plant Disease Detection"},"content":{"rendered":"<style>.kadence-column1642_b3bb24-ab > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1642_b3bb24-ab > .kt-inside-inner-col{flex-direction:column;}.kadence-column1642_b3bb24-ab > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1642_b3bb24-ab > .kt-inside-inner-col{background-color:rgba(0, 0, 0, 0);}.kadence-column1642_b3bb24-ab > .kt-inside-inner-col:before{opacity:0.85;background-color:var(--global-palette7, #EDF2F7);}.kadence-column1642_b3bb24-ab{position:relative;}@media all and (max-width: 1024px){.kadence-column1642_b3bb24-ab > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1642_b3bb24-ab > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1642_b3bb24-ab kb-section-has-overlay\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id1642_813f87-34 > .kt-row-column-wrap{align-content:center;}:where(.kb-row-layout-id1642_813f87-34 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:center;}.kb-row-layout-id1642_813f87-34 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1490px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-3xl, 6.5rem);padding-bottom:var(--global-kb-spacing-3xl, 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.kt-inside-inner-col{display:flex;}.kadence-column1642_ce161b-ae > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1642_ce161b-ae > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column1642_ce161b-ae > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column1642_ce161b-ae{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1642_ce161b-ae{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1642_ce161b-ae > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column1642_ce161b-ae > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1642_ce161b-ae{z-index:10;position:relative;}.kadence-column1642_ce161b-ae, .kt-inside-inner-col > .kadence-column1642_ce161b-ae:not(.specificity){margin-right:0px;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column1642_ce161b-ae{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1642_ce161b-ae{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1642_ce161b-ae > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 1024px){.kadence-column1642_ce161b-ae > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column1642_ce161b-ae{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1642_ce161b-ae{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1642_ce161b-ae > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column1642_ce161b-ae > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1642_ce161b-ae\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedbtn.kb-btns1642_606bae-0b{padding-bottom:var(--global-kb-spacing-md, 2rem);gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns1642_606bae-0b .kt-button{font-weight:normal;font-style:normal;}.kt-btns1642_606bae-0b .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns1642_606bae-0b .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns1642_606bae-0b .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns1642_606bae-0b .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns1642_606bae-0b .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns1642_606bae-0b .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns1642_606bae-0b .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns1642_606bae-0b\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn1642_e29872-7e.kb-button{width:initial;}<\/style><span class=\"kb-button kt-button button kb-btn1642_e29872-7e kt-btn-size-standard kt-btn-width-type-auto kb-btn-global-outline kt-btn-has-text-true kt-btn-has-svg-false wp-block-kadence-singlebtn kb-preset--outline\"><span class=\"kt-btn-inner-text\">Science<\/span><\/span>\n\n<style>ul.menu .wp-block-kadence-advancedbtn .kb-btn1642_3a7a65-a0.kb-button{width:initial;}<\/style><span class=\"kb-button kt-button button kb-btn1642_3a7a65-a0 kt-btn-size-standard kt-btn-width-type-auto kb-btn-global-outline kt-btn-has-text-true kt-btn-has-svg-false wp-block-kadence-singlebtn kb-preset--outline\"><span class=\"kt-btn-inner-text\">Technology<\/span><\/span><\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1642_fa0bea-8c, .wp-block-kadence-advancedheading.kt-adv-heading1642_fa0bea-8c[data-kb-block=\"kb-adv-heading1642_fa0bea-8c\"]{padding-top:0px;margin-top:0px;font-size:60px;line-height:68px;font-style:normal;text-shadow:2px 2px 5px rgba(0, 0, 0, 0.2);}.wp-block-kadence-advancedheading.kt-adv-heading1642_fa0bea-8c mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1642_fa0bea-8c[data-kb-block=\"kb-adv-heading1642_fa0bea-8c\"] mark.kt-highlight{font-style:normal;color:var(--global-palette8, #F7FAFC);-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1642_fa0bea-8c img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1642_fa0bea-8c[data-kb-block=\"kb-adv-heading1642_fa0bea-8c\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading1642_fa0bea-8c, .wp-block-kadence-advancedheading.kt-adv-heading1642_fa0bea-8c[data-kb-block=\"kb-adv-heading1642_fa0bea-8c\"]{text-shadow:2px 2px 5px rgba(0, 0, 0, 0.2);font-size:40px;line-height:48px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading1642_fa0bea-8c, .wp-block-kadence-advancedheading.kt-adv-heading1642_fa0bea-8c[data-kb-block=\"kb-adv-heading1642_fa0bea-8c\"]{text-shadow:2px 2px 5px rgba(0, 0, 0, 0.2);font-size:30px;line-height:40px;}}<\/style>\n<h1 class=\"kt-adv-heading1642_fa0bea-8c wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1642_fa0bea-8c\">Fungal Plant Disease Detection<\/h1>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1642_6d2a50-79, .wp-block-kadence-advancedheading.kt-adv-heading1642_6d2a50-79[data-kb-block=\"kb-adv-heading1642_6d2a50-79\"]{max-width:700px;font-size:28px;line-height:36px;font-weight:100;font-style:normal;font-family:Roboto;}.wp-block-kadence-advancedheading.kt-adv-heading1642_6d2a50-79 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1642_6d2a50-79[data-kb-block=\"kb-adv-heading1642_6d2a50-79\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1642_6d2a50-79 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1642_6d2a50-79[data-kb-block=\"kb-adv-heading1642_6d2a50-79\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading1642_6d2a50-79 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1642_6d2a50-79\">Review of mapping early-stage pathogen fungal colonisation through spectral imaging<\/p>\n\n\n<style>.wp-block-kadence-iconlist.kt-svg-icon-list-items1642_4b52e1-d2:not(.this-stops-third-party-issues){margin-top:0px;margin-bottom:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items1642_4b52e1-d2 ul.kt-svg-icon-list:not(.this-prevents-issues):not(.this-stops-third-party-issues):not(.tijsloc){margin-top:0px;margin-right:0px;margin-bottom:var(--global-kb-spacing-sm, 1.5rem);margin-left:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items1642_4b52e1-d2 ul.kt-svg-icon-list{grid-row-gap:5px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items1642_4b52e1-d2 .kb-svg-icon-wrap{font-size:25px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items1642_4b52e1-d2 ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap .kt-svg-icon-list-single{margin-right:10px;}.kt-svg-icon-list-items1642_4b52e1-d2 ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap, .kt-svg-icon-list-items1642_4b52e1-d2 ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap a{font-size:18px;line-height:26px;letter-spacing:0.5px;}.kt-svg-icon-list-items1642_4b52e1-d2 ul.kt-svg-icon-list .kt-svg-icon-list-level-0 .kt-svg-icon-list-single svg{font-size:20px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items1642_4b52e1-d2 .wp-block-kadence-listitem a{text-decoration:underline;}.wp-block-kadence-iconlist.kt-svg-icon-list-items1642_4b52e1-d2 ul.kt-svg-icon-list .wp-block-kadence-listitem a{color:var(--global-palette8, #F7FAFC);}<\/style>\n<div class=\"wp-block-kadence-iconlist kt-svg-icon-list-items kt-svg-icon-list-items1642_4b52e1-d2 kt-svg-icon-list-columns-1 alignnone\"><ul class=\"kt-svg-icon-list\"><style>.kt-svg-icon-list-item-1642_fb6445-f9 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-1642_fb6445-f9\"><span class=\"kb-svg-icon-wrap kb-svg-icon-kb-custom-9483 kt-svg-icon-list-single\"><svg viewBox=\"0 0 30 24\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><defs ><style \/><\/defs><path class=\"st0\" d=\"M26,0H4C1.8,0,0,1.8,0,4v16c0,2.2,1.8,4,4,4h22c2.2,0,4-1.8,4-4V4c0-2.2-1.8-4-4-4ZM10,10c0-2.7,2.3-5,5-5s5,2.2,5,5-2.3,5-5,5-5-2.2-5-5ZM15,17c4.1,0,7.6,2.1,8.6,5H6.3c1.1-2.9,4.6-5,8.6-5ZM28,20c0,1.1-.9,2-2,2h-.3c-.8-2.9-3.3-5.3-6.7-6.4,1.8-1.3,3-3.3,3-5.7,0-3.8-3.2-7-7-7s-7,3.1-7,7,1.2,4.4,3,5.7c-3.3,1.1-5.9,3.4-6.7,6.4h-.2c-1.1,0-2-.9-2-2V4c0-1.1.9-2,2-2h22c1.1,0,2,.9,2,2v16Z\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Author: <a href=\"#author\" title=\"\">Dr. <a data-type=\"internal\" data-id=\"#autor\" href=\"#author\">Andr\u00e1s Jung<\/a><\/a><\/span><\/li>\n\n\n<style>.kt-svg-icon-list-item-1642_2fdecc-47 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-1642_2fdecc-47\"><span class=\"kb-svg-icon-wrap kb-svg-icon-kb-custom-9484 kt-svg-icon-list-single\"><svg viewBox=\"0 0 30 24\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><defs ><style \/><\/defs><path class=\"st0\" d=\"M26,24H4c-2.2,0-4-1.8-4-4V4C0,1.8,1.8,0,4,0h22c2.2,0,4,1.8,4,4v16c0,2.2-1.8,4-4,4ZM4,2c-1.1,0-2,.9-2,2v16c0,1.1.9,2,2,2h22c1.1,0,2-.9,2-2V4c0-1.1-.9-2-2-2H4Z\"\/><polygon class=\"st0\" points=\"15.4 13 8 13 8 11 14.6 11 18.3 7.3 19.7 8.7 15.4 13\"\/><rect class=\"st0\" x=\"14\" y=\"3\" width=\"2\" height=\"3\"\/><rect class=\"st0\" x=\"14\" y=\"18\" width=\"2\" height=\"3\"\/><rect class=\"st0\" x=\"3\" y=\"11\" width=\"3\" height=\"2\"\/><rect class=\"st0\" x=\"24\" y=\"11\" width=\"3\" height=\"2\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Last updated: 9. September 2026<\/span><\/li>\n<\/ul><\/div>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column1642_5798a3-57 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-3xl, 6.5rem);}.kadence-column1642_5798a3-57 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1642_5798a3-57 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1642_5798a3-57 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1642_5798a3-57 > .kt-inside-inner-col:before{opacity:0.9;background-color:var(--global-palette9, #ffffff);}.kadence-column1642_5798a3-57, .kadence-column1642_5798a3-57 h1, .kadence-column1642_5798a3-57 h2, .kadence-column1642_5798a3-57 h3, .kadence-column1642_5798a3-57 h4, .kadence-column1642_5798a3-57 h5, .kadence-column1642_5798a3-57 h6{color:var(--global-palette4, #2D3748);}.kadence-column1642_5798a3-57 a{color:var(--global-palette4, #2D3748);}.kadence-column1642_5798a3-57 a:hover{color:var(--global-palette3, 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1rem);}.kadence-column1642_776d4c-c9 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1642_776d4c-c9 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1642_776d4c-c9 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1642_776d4c-c9{position:relative;}@media all and (max-width: 1024px){.kadence-column1642_776d4c-c9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1642_776d4c-c9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1642_776d4c-c9 kb-section-is-sticky\"><div class=\"kt-inside-inner-col\"><style>.kb-table-of-content-nav.kb-table-of-content-id11019_4ec261-a1 .kb-table-of-content-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id11019_4ec261-a1 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.kb-table-of-contents__entry{color:#be2800;}@media all and (max-width: 767px){.kb-table-of-content-nav.kb-table-of-content-id11019_4ec261-a1 .kb-table-of-contents-title{font-size:20px;}}<\/style><\/div><\/div>\n\n\n<style>.kadence-column1642_6d4e12-cd > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1642_6d4e12-cd > .kt-inside-inner-col{flex-direction:column;}.kadence-column1642_6d4e12-cd > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1642_6d4e12-cd > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1642_6d4e12-cd a{color:#e64600;}.kadence-column1642_6d4e12-cd a:hover{color:var(--global-palette13, #3182CE);}.kadence-column1642_6d4e12-cd{position:relative;}.kadence-column1642_6d4e12-cd, .kt-inside-inner-col > .kadence-column1642_6d4e12-cd:not(.specificity){margin-top:-7px;}@media all and (max-width: 1024px){.kadence-column1642_6d4e12-cd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1642_6d4e12-cd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1642_6d4e12-cd\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading1642_ed0ddf-04, .wp-block-kadence-advancedheading.kt-adv-heading1642_ed0ddf-04[data-kb-block=\"kb-adv-heading1642_ed0ddf-04\"]{font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1642_ed0ddf-04 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1642_ed0ddf-04[data-kb-block=\"kb-adv-heading1642_ed0ddf-04\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1642_ed0ddf-04 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1642_ed0ddf-04[data-kb-block=\"kb-adv-heading1642_ed0ddf-04\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading1642_ed0ddf-04, .wp-block-kadence-advancedheading.kt-adv-heading1642_ed0ddf-04[data-kb-block=\"kb-adv-heading1642_ed0ddf-04\"]{font-size:30px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading1642_ed0ddf-04, .wp-block-kadence-advancedheading.kt-adv-heading1642_ed0ddf-04[data-kb-block=\"kb-adv-heading1642_ed0ddf-04\"]{font-size:24px;}}<\/style>\n<h2 class=\"kt-adv-heading1642_ed0ddf-04 H_overline wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading1642_ed0ddf-04\">Review of mapping early-stage pathogen fungal colonization through spectral imaging<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Pathogen fungal colonisation typically causes morphological changes in host plant tissue. Using a hyperspectral camera, a pixel-wise mapping of spectral reflectance in the visible and near-infrared range can be performed to describe an early-stage diseased tissue on the leaf or canopy level. Leaf structure anomalies are linked to leaf spectral reflectance patterns. Depending on the interaction with the host tissue, disease-specific spectral signatures are available.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The pixel-wise spectral extraction of plant signatures helps better understand leaf reflectance changes caused by plant disease dynamics. Proximal spectral imaging technology considerably improves the sensitivity and specificity of disease monitoring. In Fig. 1. it can be seen that much more information is available looking at a hot-spot or a pathogen location when using a hyperspectral imaging sensor (400-1000 nm).<\/p>\n\n\n<style>.kb-image1642_85bff7-9e .kb-image-has-overlay:after{opacity:0.3;}.kb-image1642_85bff7-9e img.kb-img, .kb-image1642_85bff7-9e .kb-img img{box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<figure class=\"wp-block-kadence-image kb-image1642_85bff7-9e size-full\"><a href=\"https:\/\/cubert-hyperspectral.com\/wp-content\/uploads\/2024\/08\/fupldi.jpg\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"926\" src=\"https:\/\/cubert-hyperspectral.com\/wp-content\/uploads\/2024\/08\/fupldi.jpg\" alt=\"Figure 1. Spatial Reflectance spectra of healthy and diseased leaves made by a hyperspectral camera (Mahlein et al. 2012)\" class=\"kb-img wp-image-1639\" srcset=\"https:\/\/cubert-hyperspectral.com\/wp-content\/uploads\/2024\/08\/fupldi.jpg 768w, https:\/\/cubert-hyperspectral.com\/wp-content\/uploads\/2024\/08\/fupldi-249x300.jpg 249w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><figcaption><em>Figure 1. Spatial Reflectance spectra of healthy and diseased leaves made by a hyperspectral camera (Mahlein et al. 2012)<\/em><\/figcaption><\/figure>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1642_a83872-fa, .wp-block-kadence-advancedheading.kt-adv-heading1642_a83872-fa[data-kb-block=\"kb-adv-heading1642_a83872-fa\"]{font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1642_a83872-fa mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1642_a83872-fa[data-kb-block=\"kb-adv-heading1642_a83872-fa\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1642_a83872-fa img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1642_a83872-fa[data-kb-block=\"kb-adv-heading1642_a83872-fa\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading1642_a83872-fa, .wp-block-kadence-advancedheading.kt-adv-heading1642_a83872-fa[data-kb-block=\"kb-adv-heading1642_a83872-fa\"]{font-size:30px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading1642_a83872-fa, .wp-block-kadence-advancedheading.kt-adv-heading1642_a83872-fa[data-kb-block=\"kb-adv-heading1642_a83872-fa\"]{font-size:24px;}}<\/style>\n<h2 class=\"kt-adv-heading1642_a83872-fa H_overline wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading1642_a83872-fa\">Hyperspectral Imaging<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Working with the spatial distribution of plant physiological information (reflectance) a new dimension of information content is opened and a novel disease management and monitoring tool is available. Some aspects might be important to consider.<\/p>\n\n\n\n<ul class=\"wp-block-list no-glow-effect\">\n<li>Hyperspectral imaging detects patterns in time and space to identify disease or stress on the canopy level and on the tissue level.<\/li>\n\n\n\n<li>Better understanding of plant optical properties during pathogenesis for early warning<\/li>\n\n\n\n<li>Analysis methods and sensor experiences can be transferred and generalized for different plant-pathogen systems (spectral library of diseases)<\/li>\n\n\n\n<li>It is a precise screening system for plant diseases and fungicide development.<\/li>\n\n\n\n<li>Hyperspectral imaging is highly suitable to detect, identify and quantify fungal diseases on the leaf level.<\/li>\n<\/ul>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1642_6309bf-4a, .wp-block-kadence-advancedheading.kt-adv-heading1642_6309bf-4a[data-kb-block=\"kb-adv-heading1642_6309bf-4a\"]{font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1642_6309bf-4a mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1642_6309bf-4a[data-kb-block=\"kb-adv-heading1642_6309bf-4a\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1642_6309bf-4a img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1642_6309bf-4a[data-kb-block=\"kb-adv-heading1642_6309bf-4a\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading1642_6309bf-4a, .wp-block-kadence-advancedheading.kt-adv-heading1642_6309bf-4a[data-kb-block=\"kb-adv-heading1642_6309bf-4a\"]{font-size:30px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading1642_6309bf-4a, .wp-block-kadence-advancedheading.kt-adv-heading1642_6309bf-4a[data-kb-block=\"kb-adv-heading1642_6309bf-4a\"]{font-size:24px;}}<\/style>\n<h2 class=\"kt-adv-heading1642_6309bf-4a H_overline wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading1642_6309bf-4a\">Recent fungal pathogen detection user experiences<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">(using Cubert hyperspectral cameras (400-1000 nm))<\/p>\n\n\n\n<ul class=\"wp-block-list no-glow-effect\">\n<li><strong>Yellow rust (Puccinia striiformis f. sp. Tritici) <\/strong>detection in winter wheat (Ren et al. 2021)<\/li>\n\n\n\n<li><strong>Potato late blight (Phytophthora infestans)<\/strong> disease detection (Shi et al. 2021)<\/li>\n\n\n\n<li><strong>Ganoderma boninense<\/strong>\u00a0Infection mapping of oil palm seedlings (Khairunniza-Bejo et al. 2021)<\/li>\n\n\n\n<li><strong>Fusarium Head Blight (Fusarium graminearum)<\/strong> mapping in winter wheat (Ma et al. 2021)<\/li>\n\n\n\n<li><strong>Sheath blight disease (Rhizoctonia solani)<\/strong> diagnosis on rice stalk (Zhang at al. 2021)<\/li>\n<\/ul>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1642_38f51c-42, .wp-block-kadence-advancedheading.kt-adv-heading1642_38f51c-42[data-kb-block=\"kb-adv-heading1642_38f51c-42\"]{font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1642_38f51c-42 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1642_38f51c-42[data-kb-block=\"kb-adv-heading1642_38f51c-42\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1642_38f51c-42 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1642_38f51c-42[data-kb-block=\"kb-adv-heading1642_38f51c-42\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading1642_38f51c-42, .wp-block-kadence-advancedheading.kt-adv-heading1642_38f51c-42[data-kb-block=\"kb-adv-heading1642_38f51c-42\"]{font-size:30px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading1642_38f51c-42, .wp-block-kadence-advancedheading.kt-adv-heading1642_38f51c-42[data-kb-block=\"kb-adv-heading1642_38f51c-42\"]{font-size:24px;}}<\/style>\n<h2 class=\"kt-adv-heading1642_38f51c-42 H_overline wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading1642_38f51c-42\">References<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Khairunniza-Bejo, S., Shahibullah, M. S., Azmi, A. N. N., &amp; Jahari, M. (2021). Non-Destructive Detection of Asymptomatic Ganoderma boninense Infection of Oil Palm Seedlings Using NIR-Hyperspectral Data and Support Vector Machine. Applied Sciences, 11(22), 10878.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Ma, H., Huang, W., Dong, Y., Liu, L., &amp; Guo, A. (2021). Using UAV-Based Hyperspectral Imagery to Detect Winter Wheat Fusarium Head Blight. Remote Sensing, 13(15), 3024.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Mahlein, Anne-Katrin, Ulrike Steiner, Christian Hillnh\u00fctter, Heinz-Wilhelm Dehne, and Erich-Christian Oerke. Hyperspectral imaging for small-scale analysis of symptoms caused by different sugar beet diseases. Plant methods 8, no. 1 (2012): 1-13.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Ren, Y., Huang, W., Ye, H., Zhou, X., Ma, H., Dong, Y., Shi, Y., Geng, Y., Huang, Y., Jiao, Q. and Xie, Q., 2021. Quantitative identification of yellow rust in winter wheat with a new spectral index: Development and validation using simulated and experimental data. International Journal of Applied Earth Observation and Geoinformation, 102, p.102384.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Shi, Y., Han, L., Kleerekoper, A., Chang, S., &amp; Hu, T. (2021). A Novel CropdocNet for Automated Potato Late Blight Disease Detection from the Unmanned Aerial Vehicle-based Hyperspectral Imagery. arXiv preprint arXiv:2107.13277.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Zhang, J., Tian, Y., Yan, L., Wang, B., Wang, L., Xu, J., &amp; Wu, K. (2021). Diagnosing the symptoms of sheath blight disease on rice stalk with an in-situ hyperspectral imaging technique. Biosystems Engineering, 209, 94-105.<\/em><\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1642_e1586e-1d, .wp-block-kadence-advancedheading.kt-adv-heading1642_e1586e-1d[data-kb-block=\"kb-adv-heading1642_e1586e-1d\"]{font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1642_e1586e-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1642_e1586e-1d[data-kb-block=\"kb-adv-heading1642_e1586e-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1642_e1586e-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1642_e1586e-1d[data-kb-block=\"kb-adv-heading1642_e1586e-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading1642_e1586e-1d, .wp-block-kadence-advancedheading.kt-adv-heading1642_e1586e-1d[data-kb-block=\"kb-adv-heading1642_e1586e-1d\"]{font-size:30px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading1642_e1586e-1d, .wp-block-kadence-advancedheading.kt-adv-heading1642_e1586e-1d[data-kb-block=\"kb-adv-heading1642_e1586e-1d\"]{font-size:24px;}}<\/style>\n<h2 class=\"kt-adv-heading1642_e1586e-1d H_overline wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading1642_e1586e-1d\">About the Author<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Andr\u00e1s Jung is an Associate Professor at the Faculty of Informatics at E\u00f6tv\u00f6s Lor\u00e1nd University in Budapest and a Co-founder of Cubert GmbH. With over a decade of experience in hyperspectral imaging, Andr\u00e1s has played a crucial role in the development of Cubert\u2019s applications. His academic background and involvement with the German Society for Photogrammetry, Remote Sensing and Geoinformation (DGPF) highlight his deep commitment to advancing geospatial and imaging technologies, both in academia and industry.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column1642_666312-95 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1642_666312-95 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1642_666312-95 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1642_666312-95 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1642_666312-95{position:relative;}@media all and (max-width: 1024px){.kadence-column1642_666312-95 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1642_666312-95 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1642_666312-95\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Review of mapping early-stage pathogen fungal colonisation through spectral imaging<\/p>\n","protected":false},"author":3,"featured_media":5576,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"bBlocksCursorData":"","_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","slim_seo":{"title":"Fungal Plant Disease Detection \u2013 Early & Precise Screening","description":"Explore hyperspectral plant disease detection: pixel\u2011wise spectral analysis, early fungal identification, and high sensitivity for crop monitoring. Discover more!"},"_slim_seo_primary_term_category":1,"_slim_seo_primary_term_post_tag":0,"footnotes":""},"categories":[1],"tags":[],"hf_cat_post":[],"class_list":["post-1642","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-unkategorisiert"],"taxonomy_info":{"category":[{"value":1,"label":"Unkategorisiert"}]},"featured_image_src_large":["https:\/\/cubert-hyperspectral.com\/wp-content\/uploads\/2024\/08\/pilzkrankheiten.jpg",800,533,false],"author_info":{"display_name":"Deborah Kliebhan","author_link":"https:\/\/cubert-hyperspectral.com\/en\/author\/deborah\/"},"comment_info":0,"category_info":[{"term_id":1,"name":"Unkategorisiert","slug":"unkategorisiert","term_group":0,"term_taxonomy_id":1,"taxonomy":"category","description":"","parent":0,"count":9,"filter":"raw","cat_ID":1,"category_count":9,"category_description":"","cat_name":"Unkategorisiert","category_nicename":"unkategorisiert","category_parent":0}],"tag_info":false,"_links":{"self":[{"href":"https:\/\/cubert-hyperspectral.com\/en\/wp-json\/wp\/v2\/posts\/1642","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cubert-hyperspectral.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cubert-hyperspectral.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cubert-hyperspectral.com\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/cubert-hyperspectral.com\/en\/wp-json\/wp\/v2\/comments?post=1642"}],"version-history":[{"count":2,"href":"https:\/\/cubert-hyperspectral.com\/en\/wp-json\/wp\/v2\/posts\/1642\/revisions"}],"predecessor-version":[{"id":11669,"href":"https:\/\/cubert-hyperspectral.com\/en\/wp-json\/wp\/v2\/posts\/1642\/revisions\/11669"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cubert-hyperspectral.com\/en\/wp-json\/wp\/v2\/media\/5576"}],"wp:attachment":[{"href":"https:\/\/cubert-hyperspectral.com\/en\/wp-json\/wp\/v2\/media?parent=1642"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cubert-hyperspectral.com\/en\/wp-json\/wp\/v2\/categories?post=1642"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cubert-hyperspectral.com\/en\/wp-json\/wp\/v2\/tags?post=1642"},{"taxonomy":"hf_cat_post","embeddable":true,"href":"https:\/\/cubert-hyperspectral.com\/en\/wp-json\/wp\/v2\/hf_cat_post?post=1642"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}