Improved classification accuracy of powdery mildew infection levels of wine grapes by spatial-spectral analysis of hyperspectral images

Author:

Knauer UweORCID,Matros Andrea,Petrovic Tijana,Zanker Timothy,Scott Eileen S.,Seiffert Udo

Funder

Wine Australia (AU)

Bundesministerium für Bildung und Forschung (DE)

Bundesministerium für Bildung und Forschung

Publisher

Springer Science and Business Media LLC

Subject

Plant Science,Genetics,Biotechnology

Reference52 articles.

1. Dale LM, Thewis A, Boudry C, Rotar I, Dardenne P, Baeten V, Pierna JAF. Hyperspectral imaging applications in agriculture and agro-food product quality and safety control: a review. Appl Spectrosc Rev. 2013;48(2):142–59.

2. Jones HG, Grant OM. Remote sensing and other imaging technologies to monitor grapevine performance. In: Gerós H, Chaves MM, Gil HM, Delrot S, editors. Grapevine in a changing environment: a molecular and ecophysiological perspective. West Sussex: Wiley; 2015. p. 179–201.

3. Villmann T, Kästner M, Backhaus A, Seiffert U. Processing hyperspectral data in machine learning. In: European symposium on artificial neural networks, computational intelligence and machine learning, 2013, p. 1–10.

4. Kuska M, Wahabzada M, Leucker M, Dehne H-W, Kersting K, Oerke E-C, Steiner U, Mahlein A-K. Hyperspectral phenotyping on the microscopic scale: towards automated characterization of plant–pathogen interactions. Plant Methods. 2015;11(28):1–14.

5. Arens N, Backhaus A, Döll S, Fischer S, Seiffert U, Mock H-P. Non-invasive presymptomatic detection of Cercospora beticola infection and identification of early metabolic responses in sugar beet. Front Plant Sci. 2016;7:1377.

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