{"id":1637,"date":"2024-08-30T00:02:04","date_gmt":"2024-08-29T22:02:04","guid":{"rendered":"https:\/\/cubert-hyperspectral.com\/?p=1637"},"modified":"2026-10-04T19:34:15","modified_gmt":"2026-10-04T17:34:15","slug":"erkennung-von-pilzkrankheiten-bei-pflanzen","status":"publish","type":"post","link":"https:\/\/cubert-hyperspectral.com\/de\/wissen\/erkennung-von-pilzkrankheiten-bei-pflanzen\/","title":{"rendered":"Erkennung von Pilzkrankheiten bei Pflanzen"},"content":{"rendered":"<style>.kadence-column1637_09227f-16 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1637_09227f-16 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1637_09227f-16 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1637_09227f-16 > .kt-inside-inner-col{background-color:rgba(0, 0, 0, 0);}.kadence-column1637_09227f-16 > .kt-inside-inner-col:before{opacity:0.85;background-color:var(--global-palette7, #EDF2F7);}.kadence-column1637_09227f-16{position:relative;}@media all and (max-width: 1024px){.kadence-column1637_09227f-16 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1637_09227f-16 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1637_09227f-16 kb-section-has-overlay\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id1637_82e9e2-df > .kt-row-column-wrap{align-content:center;}:where(.kb-row-layout-id1637_82e9e2-df > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:center;}.kb-row-layout-id1637_82e9e2-df > .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, 6.5rem);min-height:80vh;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id1637_82e9e2-df{background-color:rgba(0,0,0,0);}.kb-row-layout-id1637_82e9e2-df > .kt-row-layout-overlay{opacity:0.60;}@media all and (max-width: 1024px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id1637_82e9e2-df{margin-top:var(--global-kb-spacing-4xl, 8rem);}}@media all and (max-width: 1024px){.kb-row-layout-id1637_82e9e2-df > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id1637_82e9e2-df > .kt-row-column-wrap{padding-top:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1637_82e9e2-df alignfull kt-row-has-bg wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-middle kt-inner-column-height-full kb-theme-content-width\">\n<style>.kadence-column1637_baca27-96 > .kt-inside-inner-col{display:flex;}.kadence-column1637_baca27-96 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1637_baca27-96 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column1637_baca27-96 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column1637_baca27-96{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1637_baca27-96{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1637_baca27-96 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column1637_baca27-96 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1637_baca27-96{z-index:10;position:relative;}.kadence-column1637_baca27-96, .kt-inside-inner-col > .kadence-column1637_baca27-96:not(.specificity){margin-right:0px;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column1637_baca27-96{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1637_baca27-96{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1637_baca27-96 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 1024px){.kadence-column1637_baca27-96 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column1637_baca27-96{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1637_baca27-96{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1637_baca27-96 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column1637_baca27-96 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1637_baca27-96\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedbtn.kb-btns1637_220cf7-46{padding-bottom:var(--global-kb-spacing-md, 2rem);gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns1637_220cf7-46 .kt-button{font-weight:normal;font-style:normal;}.kt-btns1637_220cf7-46 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns1637_220cf7-46 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns1637_220cf7-46 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns1637_220cf7-46 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns1637_220cf7-46 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns1637_220cf7-46 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns1637_220cf7-46 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns1637_220cf7-46\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn1637_d85399-67.kb-button{width:initial;}<\/style><span class=\"kb-button kt-button button kb-btn1637_d85399-67 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-btn1637_613ad4-b4.kb-button{width:initial;}<\/style><span class=\"kb-button kt-button button kb-btn1637_613ad4-b4 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-heading1637_012504-56, .wp-block-kadence-advancedheading.kt-adv-heading1637_012504-56[data-kb-block=\"kb-adv-heading1637_012504-56\"]{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-heading1637_012504-56 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1637_012504-56[data-kb-block=\"kb-adv-heading1637_012504-56\"] 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-heading1637_012504-56 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1637_012504-56[data-kb-block=\"kb-adv-heading1637_012504-56\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading1637_012504-56, .wp-block-kadence-advancedheading.kt-adv-heading1637_012504-56[data-kb-block=\"kb-adv-heading1637_012504-56\"]{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-heading1637_012504-56, .wp-block-kadence-advancedheading.kt-adv-heading1637_012504-56[data-kb-block=\"kb-adv-heading1637_012504-56\"]{text-shadow:2px 2px 5px rgba(0, 0, 0, 0.2);font-size:30px;line-height:40px;}}<\/style>\n<h1 class=\"kt-adv-heading1637_012504-56 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1637_012504-56\">Erkennung von <mark true=\"true\" class=\"kt-highlight\">Pilzkrankheiten<\/mark> bei Pflanzen<\/h1>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1637_7a3ef8-a4, .wp-block-kadence-advancedheading.kt-adv-heading1637_7a3ef8-a4[data-kb-block=\"kb-adv-heading1637_7a3ef8-a4\"]{max-width:700px;font-size:28px;line-height:36px;font-weight:100;font-style:normal;font-family:Roboto;}.wp-block-kadence-advancedheading.kt-adv-heading1637_7a3ef8-a4 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1637_7a3ef8-a4[data-kb-block=\"kb-adv-heading1637_7a3ef8-a4\"] 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-heading1637_7a3ef8-a4 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1637_7a3ef8-a4[data-kb-block=\"kb-adv-heading1637_7a3ef8-a4\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading1637_7a3ef8-a4 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1637_7a3ef8-a4\">\u00dcberblick \u00fcber die Kartierung der fr\u00fchen Besiedlung durch pathogene Pilze mittels spektraler Bildgebung<\/p>\n\n\n<style>.wp-block-kadence-iconlist.kt-svg-icon-list-items1637_8cfe18-f4:not(.this-stops-third-party-issues){margin-top:0px;margin-bottom:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items1637_8cfe18-f4 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-items1637_8cfe18-f4 ul.kt-svg-icon-list{grid-row-gap:5px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items1637_8cfe18-f4 .kb-svg-icon-wrap{font-size:25px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items1637_8cfe18-f4 ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap .kt-svg-icon-list-single{margin-right:15px;}.kt-svg-icon-list-items1637_8cfe18-f4 ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap, .kt-svg-icon-list-items1637_8cfe18-f4 ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap a{font-size:18px;line-height:30px;letter-spacing:0.5px;}.kt-svg-icon-list-items1637_8cfe18-f4 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-items1637_8cfe18-f4 .wp-block-kadence-listitem a{text-decoration:underline;}.wp-block-kadence-iconlist.kt-svg-icon-list-items1637_8cfe18-f4 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-items1637_8cfe18-f4 kt-svg-icon-list-columns-1 alignnone kt-list-icon-aligntop\"><ul class=\"kt-svg-icon-list\"><style>.kt-svg-icon-list-item-1637_99fa77-37 .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-1637_99fa77-37\"><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\">Autor: <a href=\"#author\" title=\"\">Dr. <\/a><a data-type=\"internal\" data-id=\"#autor\" href=\"#author\">Andr\u00e1s Jung<\/a><\/span><\/li>\n\n\n<style>.kt-svg-icon-list-item-1637_ab630a-eb .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-1637_ab630a-eb\"><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\">Zuletzt aktualisiert: 4. Oktober 2026<\/span><\/li>\n<\/ul><\/div>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column1637_b285c4-67 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-3xl, 6.5rem);}.kadence-column1637_b285c4-67 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1637_b285c4-67 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1637_b285c4-67 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1637_b285c4-67 > .kt-inside-inner-col:before{opacity:0.9;background-color:var(--global-palette9, #ffffff);}.kadence-column1637_b285c4-67, .kadence-column1637_b285c4-67 h1, .kadence-column1637_b285c4-67 h2, .kadence-column1637_b285c4-67 h3, .kadence-column1637_b285c4-67 h4, .kadence-column1637_b285c4-67 h5, .kadence-column1637_b285c4-67 h6{color:var(--global-palette4, #2D3748);}.kadence-column1637_b285c4-67 a{color:var(--global-palette4, #2D3748);}.kadence-column1637_b285c4-67 a:hover{color:var(--global-palette3, 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1rem);}.kadence-column1637_10c5e5-d2 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1637_10c5e5-d2 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1637_10c5e5-d2 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1637_10c5e5-d2{position:relative;}@media all and (max-width: 1024px){.kadence-column1637_10c5e5-d2 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1637_10c5e5-d2 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1637_10c5e5-d2 kb-section-is-sticky\"><div class=\"kt-inside-inner-col\"><style>.kb-table-of-content-nav.kb-table-of-content-id11687_25a3fb-1f .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-id11687_25a3fb-1f 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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-id11687_25a3fb-1f .kb-table-of-contents-title{font-size:20px;}}<\/style><\/div><\/div>\n\n\n<style>.kadence-column1637_8af060-d0 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1637_8af060-d0 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1637_8af060-d0 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1637_8af060-d0 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1637_8af060-d0 a{color:#e64600;}.kadence-column1637_8af060-d0 a:hover{color:var(--global-palette13, #3182CE);}.kadence-column1637_8af060-d0{position:relative;}.kadence-column1637_8af060-d0, .kt-inside-inner-col > .kadence-column1637_8af060-d0:not(.specificity){margin-top:-7px;}@media all and (max-width: 1024px){.kadence-column1637_8af060-d0 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1637_8af060-d0 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1637_8af060-d0\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading1637_3f2e41-b6, .wp-block-kadence-advancedheading.kt-adv-heading1637_3f2e41-b6[data-kb-block=\"kb-adv-heading1637_3f2e41-b6\"]{font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1637_3f2e41-b6 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1637_3f2e41-b6[data-kb-block=\"kb-adv-heading1637_3f2e41-b6\"] 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-heading1637_3f2e41-b6 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1637_3f2e41-b6[data-kb-block=\"kb-adv-heading1637_3f2e41-b6\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading1637_3f2e41-b6, .wp-block-kadence-advancedheading.kt-adv-heading1637_3f2e41-b6[data-kb-block=\"kb-adv-heading1637_3f2e41-b6\"]{font-size:30px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading1637_3f2e41-b6, .wp-block-kadence-advancedheading.kt-adv-heading1637_3f2e41-b6[data-kb-block=\"kb-adv-heading1637_3f2e41-b6\"]{font-size:24px;}}<\/style>\n<h2 class=\"kt-adv-heading1637_3f2e41-b6 H_overline wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading1637_3f2e41-b6\">\u00dcberblick \u00fcber die Kartierung der fr\u00fchen Besiedlung durch pathogene Pilze mittels spektraler Bildgebung<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Die Besiedlung durch pathogene Pilze verursacht typischerweise morphologische Ver\u00e4nderungen im Gewebe der Wirtspflanze. Mit einer hyperspektralen Kamera kann eine pixelweise Kartierung der spektralen Reflexion im sichtbaren und nahinfraroten Bereich durchgef\u00fchrt werden, um krankes Gewebe im Fr\u00fchstadium auf Blatt- oder Kronenebene zu beschreiben. Anomalien in der Blattstruktur sind mit den spektralen Reflexionsmustern der Bl\u00e4tter verbunden. Abh\u00e4ngig von der Interaktion mit dem Wirtsgewebe sind krankheitsspezifische spektrale Signaturen erkennbar.<br>Die pixelweise spektrale Extraktion von Pflanzensignaturen hilft, die durch Krankheitsdynamiken verursachten Reflexions\u00e4nderungen der Bl\u00e4tter besser zu verstehen. Die proximale spektrale Bildgebungstechnologie verbessert die Empfindlichkeit und Spezifit\u00e4t der Krankheits\u00fcberwachung erheblich. In Abb. 1 ist zu sehen, dass viel mehr Informationen verf\u00fcgbar sind, wenn man mit einem hyperspektralen Bildgebungssensor (400-1000 nm) einen Hotspot oder eine Pathogenstelle betrachtet.<\/p>\n\n\n<style>.kb-image1637_9d744b-32 .kb-image-has-overlay:after{opacity:0.3;}.kb-image1637_9d744b-32 img.kb-img, .kb-image1637_9d744b-32 .kb-img img{box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<figure class=\"wp-block-kadence-image kb-image1637_9d744b-32 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-heading1637_49debf-ed, .wp-block-kadence-advancedheading.kt-adv-heading1637_49debf-ed[data-kb-block=\"kb-adv-heading1637_49debf-ed\"]{font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1637_49debf-ed mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1637_49debf-ed[data-kb-block=\"kb-adv-heading1637_49debf-ed\"] 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-heading1637_49debf-ed img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1637_49debf-ed[data-kb-block=\"kb-adv-heading1637_49debf-ed\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading1637_49debf-ed, .wp-block-kadence-advancedheading.kt-adv-heading1637_49debf-ed[data-kb-block=\"kb-adv-heading1637_49debf-ed\"]{font-size:30px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading1637_49debf-ed, .wp-block-kadence-advancedheading.kt-adv-heading1637_49debf-ed[data-kb-block=\"kb-adv-heading1637_49debf-ed\"]{font-size:24px;}}<\/style>\n<h2 class=\"kt-adv-heading1637_49debf-ed H_overline wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading1637_49debf-ed\">Hyperspektrale Bildgebung f\u00fcr das Pflanzenmonitoring<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Die Analyse der r\u00e4umlichen Verteilung pflanzenphysiologischer Informationen (Reflexion) er\u00f6ffnet neue Dimensionen in der Krankheits\u00fcberwachung und -bek\u00e4mpfung. Wichtige Aspekte sind dabei zu beachten:<\/p>\n\n\n\n<ul class=\"wp-block-list no-glow-effect\">\n<li>Hyperspektrale Bildgebung erkennt zeitliche und r\u00e4umliche Muster zur Identifikation von Krankheiten und Stress auf Blatt- und Gewebeniveau.<\/li>\n\n\n\n<li>Besseres Verst\u00e4ndnis der optischen Eigenschaften von Pflanzen w\u00e4hrend der Pathogenese zur Fr\u00fcherkennung.<\/li>\n\n\n\n<li>\u00dcbertragbare Analysemethoden und Sensorerfahrungen f\u00fcr verschiedene Pflanzen-Pathogen-Systeme (Spektralbibliothek).<\/li>\n\n\n\n<li>Pr\u00e4zises Screening-System f\u00fcr Pflanzenerkrankungen und die Entwicklung von Fungiziden.<\/li>\n\n\n\n<li>Geeignet zur Erkennung, Identifizierung und Quantifizierung von Pilzerkrankungen auf Blattebene.<\/li>\n<\/ul>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1637_983f4b-f4, .wp-block-kadence-advancedheading.kt-adv-heading1637_983f4b-f4[data-kb-block=\"kb-adv-heading1637_983f4b-f4\"]{font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1637_983f4b-f4 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1637_983f4b-f4[data-kb-block=\"kb-adv-heading1637_983f4b-f4\"] 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-heading1637_983f4b-f4 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1637_983f4b-f4[data-kb-block=\"kb-adv-heading1637_983f4b-f4\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading1637_983f4b-f4, .wp-block-kadence-advancedheading.kt-adv-heading1637_983f4b-f4[data-kb-block=\"kb-adv-heading1637_983f4b-f4\"]{font-size:30px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading1637_983f4b-f4, .wp-block-kadence-advancedheading.kt-adv-heading1637_983f4b-f4[data-kb-block=\"kb-adv-heading1637_983f4b-f4\"]{font-size:24px;}}<\/style>\n<h2 class=\"kt-adv-heading1637_983f4b-f4 H_overline wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading1637_983f4b-f4\">Erfahrungen mit der Erkennung von Pilzkrankheiten<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">(Mittels Cubert-Hyperspektralkameras (400-1000 nm))<\/p>\n\n\n\n<ul class=\"wp-block-list no-glow-effect\">\n<li><strong>Gelbrost (Puccinia striiformis f. sp. Tritici)<\/strong>: Detektion in Winterweizen (Ren et al. 2021).<\/li>\n\n\n\n<li><strong>Krautf\u00e4ule (Phytophthora infestans)<\/strong>: Krankheitserkennung bei Kartoffeln (Shi et al. 2021).<\/li>\n\n\n\n<li><strong>Ganoderma boninense<\/strong>: Infektionskartierung bei \u00d6lpalms\u00e4mlingen (Khairunniza-Bejo et al. 2021).<\/li>\n\n\n\n<li><strong>Fusarium Head Blight (Fusarium graminearum)<\/strong>: Kartierung in Winterweizen (Ma et al. 2021).<\/li>\n\n\n\n<li><strong>Schwarzbeinigkeit (Rhizoctonia solani)<\/strong>: Diagnose am Reishalm (Zhang et al. 2021).<\/li>\n<\/ul>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1637_84029f-41, .wp-block-kadence-advancedheading.kt-adv-heading1637_84029f-41[data-kb-block=\"kb-adv-heading1637_84029f-41\"]{font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1637_84029f-41 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1637_84029f-41[data-kb-block=\"kb-adv-heading1637_84029f-41\"] 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-heading1637_84029f-41 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1637_84029f-41[data-kb-block=\"kb-adv-heading1637_84029f-41\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading1637_84029f-41, .wp-block-kadence-advancedheading.kt-adv-heading1637_84029f-41[data-kb-block=\"kb-adv-heading1637_84029f-41\"]{font-size:30px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading1637_84029f-41, .wp-block-kadence-advancedheading.kt-adv-heading1637_84029f-41[data-kb-block=\"kb-adv-heading1637_84029f-41\"]{font-size:24px;}}<\/style>\n<h2 class=\"kt-adv-heading1637_84029f-41 H_overline wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading1637_84029f-41\">Weiterf\u00fchrende Quellen<\/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-heading1637_b44bfc-db, .wp-block-kadence-advancedheading.kt-adv-heading1637_b44bfc-db[data-kb-block=\"kb-adv-heading1637_b44bfc-db\"]{font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1637_b44bfc-db mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1637_b44bfc-db[data-kb-block=\"kb-adv-heading1637_b44bfc-db\"] 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-heading1637_b44bfc-db img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1637_b44bfc-db[data-kb-block=\"kb-adv-heading1637_b44bfc-db\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading1637_b44bfc-db, .wp-block-kadence-advancedheading.kt-adv-heading1637_b44bfc-db[data-kb-block=\"kb-adv-heading1637_b44bfc-db\"]{font-size:30px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading1637_b44bfc-db, .wp-block-kadence-advancedheading.kt-adv-heading1637_b44bfc-db[data-kb-block=\"kb-adv-heading1637_b44bfc-db\"]{font-size:24px;}}<\/style>\n<h2 class=\"kt-adv-heading1637_b44bfc-db H_overline wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading1637_b44bfc-db\">\u00dcber den Autor<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Prof. Dr. Andr\u00e1s Jung ist Associate Professor an der Fakult\u00e4t f\u00fcr Informatik der E\u00f6tv\u00f6s Lor\u00e1nd Universit\u00e4t in Budapest und Mitgr\u00fcnder von Cubert GmbH. Seit \u00fcber einem Jahrzehnt ist er ma\u00dfgeblich an der Entwicklung von Anwendungen f\u00fcr die hyperspektrale Bildgebung bei Cubert beteiligt. Seine akademische Expertise und sein Engagement in der Deutschen Gesellschaft f\u00fcr Photogrammetrie, Fernerkundung und Geoinformation (DGPF) unterstreichen seine tiefe Verbundenheit mit geospatialen Technologien in Forschung und Industrie.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u00dcberblick \u00fcber die Kartierung der fr\u00fchen Besiedlung durch pathogene Pilze mittels spektraler Bildgebung<\/p>\n","protected":false},"author":1,"featured_media":5575,"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":"Pilzkrankheiten bei Pflanzen - Hyperspektrale Bildgebung im Einsatz","description":"Mit hyperspektraler Bildgebung lassen sich Pilzkrankheiten fr\u00fchzeitig und genau diagnostizieren. 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