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Quantitative and qualitative phenotyping of disease resistance of crops by hyperspectral sensors: seamless interlocking of phytopathology, sensors, and machine learning is needed!
Mahlein AK, Kuska MT, Thomas S, Wahabzada M, Behmann J, Rascher U, Kersting K. Mahlein AK, et al. Curr Opin Plant Biol. 2019 Aug;50:156-162. doi: 10.1016/j.pbi.2019.06.007. Epub 2019 Aug 3. Curr Opin Plant Biol. 2019. PMID: 31387067 Review.
Screening of Barley Resistance Against Powdery Mildew by Simultaneous High-Throughput Enzyme Activity Signature Profiling and Multispectral Imaging.
Kuska MT, Behmann J, Gro├čkinsky DK, Roitsch T, Mahlein AK. Kuska MT, et al. Front Plant Sci. 2018 Jul 23;9:1074. doi: 10.3389/fpls.2018.01074. eCollection 2018. Front Plant Sci. 2018. PMID: 30083181 Free PMC article.
Specim IQ: Evaluation of a New, Miniaturized Handheld Hyperspectral Camera and Its Application for Plant Phenotyping and Disease Detection.
Behmann J, Acebron K, Emin D, Bennertz S, Matsubara S, Thomas S, Bohnenkamp D, Kuska MT, Jussila J, Salo H, Mahlein AK, Rascher U. Behmann J, et al. Among authors: kuska mt. Sensors (Basel). 2018 Feb 2;18(2):441. doi: 10.3390/s18020441. Sensors (Basel). 2018. PMID: 29393921 Free PMC article.
Discovering coherency of specific gene expression and optical reflectance properties of barley genotypes differing for resistance reactions against powdery mildew.
Kuska MT, Behmann J, Namini M, Oerke EC, Steiner U, Mahlein AK. Kuska MT, et al. PLoS One. 2019 Mar 19;14(3):e0213291. doi: 10.1371/journal.pone.0213291. eCollection 2019. PLoS One. 2019. PMID: 30889193 Free PMC article.
Monitoring wound healing in a 3D wound model by hyperspectral imaging and efficient clustering.
Wahabzada M, Besser M, Khosravani M, Kuska MT, Kersting K, Mahlein AK, St├╝rmer E. Wahabzada M, et al. PLoS One. 2017 Dec 7;12(12):e0186425. doi: 10.1371/journal.pone.0186425. eCollection 2017. PLoS One. 2017. PMID: 29216188 Free PMC article.
Spectral Patterns Reveal Early Resistance Reactions of Barley Against Blumeria graminis f. sp. hordei.
Kuska MT, Brugger A, Thomas S, Wahabzada M, Kersting K, Oerke EC, Steiner U, Mahlein AK. Kuska MT, et al. Phytopathology. 2017 Nov;107(11):1388-1398. doi: 10.1094/PHYTO-04-17-0128-R. Epub 2017 Sep 7. Phytopathology. 2017. PMID: 28665761 Free article.