Early detection of Zymoseptoria tritici infection on wheat leaves using hyperspectral imaging data

被引:0
|
作者
Latchoumane, Lorraine [1 ,2 ]
Ecarnot, Martin [1 ,3 ]
Bendoula, Ryad [2 ]
Roger, Jean-Michel [2 ,3 ]
Mas-Garcia, Silvia [2 ]
Tavernier, Flora [1 ]
Ryckewaert, Maxime [4 ]
Gorretta, Nathalie [1 ]
Roumet, Pierre [1 ]
Ballini, Elsa [5 ]
Villesseche, Heloise [2 ]
机构
[1] Univ Montpellier, Inst Agro, AGAP, INRAE,CIRAD, Montpellier, France
[2] Univ Montpellier, Inst Agro, ITAP, INRAE, Montpellier, France
[3] ChemHouse Res Grp, Montpellier, France
[4] Univ Montpellier, LIRMM, Inria, CNRS, Montpellier, France
[5] Univ Montpellier, Inst Agro, PHIM, INRAE,CIRAD,IRD, Montpellier, France
来源
DATA IN BRIEF | 2025年 / 59卷
关键词
Plant disease; VNIR; SWIR; Hyperspectral images; Multivariate analysis; Disease monitoring;
D O I
10.1016/j.dib.2025.111404
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This article presents a hyperspectral imaging (HSI) database of healthy leaves and leaves infected with Zymoseptoria tritici fungal pathogen responsible for leaf blotch (Lb) disease. Leaves of two durum wheat genotypes were studied under controlled conditions to track the evolution of Lb disease and capture significant spectral and spatial differences until the onset of symptoms. Hyperspectral image acquisitions were purchased with two cameras in visible-near infrared (VNIR) and short-wave infrared (SWIR) spectral ranges on eighteen dates between one day before inoculation and twenty days after inoculation. For each wavelength range studied, a total of 1175 images provided information on 3326 leaves measured throughout the experiment. These data are valuable since they can be used as a basis to monitor disease's development over time, to build leaf classification models according to their infection status per genotype per day, to develop prediction models related to symptoms' appearance, or to test imaging and spectral analysis methods. (c) 2025 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/)
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页数:10
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