Benefits of hyperspectral imaging for plant disease detection and plant protection: a technical perspective

Field Scanalyzer: An automated robotic field phenotyping platform for detailed crop monitoring

(2017) Nicolas Virlet et al.   FUNCTIONAL PLANT BIOLOGY

Hyperspectral imaging reveals the effect of sugar beet quantitative trait loci on Cercospora leaf spot resistance

(2017) Marlene Leucker et al.   FUNCTIONAL PLANT BIOLOGY

Observation of plant–pathogen interaction by simultaneous hyperspectral imaging reflection and transmission measurements

(2017) Stefan Thomas et al.   FUNCTIONAL PLANT BIOLOGY

Spectral Patterns Reveal Early Resistance Reactions of Barley Against Blumeria graminis f. sp. hordei

(2017) Matheus Thomas Kuska et al.   PHYTOPATHOLOGY

Phenomic Approaches and Tools for Phytopathologists

(2017) Ivan Simko et al.   PHYTOPATHOLOGY

Individual Tree Detection and Classification with UAV-Based Photogrammetric Point Clouds and Hyperspectral Imaging

(2017) Olli Nevalainen et al.   Remote Sensing

Strawberry foliar anthracnose assessment by hyperspectral imaging

(2016) Yu-Hui Yeh et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Sensor-based variable-rate fungicide application in winter wheat

(2016) Maria Tackenberg et al.   PEST MANAGEMENT SCIENCE

Improvement of Lesion Phenotyping in Cercospora beticola–Sugar Beet Interaction by Hyperspectral Imaging

(2016) Marlene Leucker et al.   PHYTOPATHOLOGY

Sun-induced chlorophyll fluorescence from high-resolution imaging spectroscopy data to quantify spatio-temporal patterns of photosynthetic function in crop canopies

(2016) Francisco Pinto et al.   PLANT CELL AND ENVIRONMENT

Plant Disease Detection by Imaging Sensors – Parallels and Specific Demands for Precision Agriculture and Plant Phenotyping

(2016) Anne-Katrin Mahlein   PLANT DISEASE

Hyperspectral Imaging for Determining Pigment Contents in Cucumber Leaves in Response to Angular Leaf Spot Disease

(2016) Yan-Ru Zhao et al.   Scientific Reports

Non-invasive Presymptomatic Detection of Cercospora beticola Infection and Identification of Early Metabolic Responses in Sugar Beet

(2016) Nadja Arens et al.   Frontiers in Plant Science

Plant Phenotyping using Probabilistic Topic Models: Uncovering the Hyperspectral Language of Plants

(2016) Mirwaes Wahabzada et al.   Scientific Reports

Automated interpretation of 3D laserscanned point clouds for plant organ segmentation

(2015) Mirwaes Wahabzada et al.   BMC BIOINFORMATICS

Low-altitude, high-resolution aerial imaging systems for row and field crop phenotyping: A review

(2015) Sindhuja Sankaran et al.   EUROPEAN JOURNAL OF AGRONOMY

Generating 3D hyperspectral information with lightweight UAV snapshot cameras for vegetation monitoring: From camera calibration to quality assurance

(2015) Helge Aasen et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Calibration of hyperspectral close-range pushbroom cameras for plant phenotyping

(2015) Jan Behmann et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Plant phenomics and the need for physiological phenotyping across scales to narrow the genotype-to-phenotype knowledge gap

(2015) Dominik K. Großkinsky et al.   JOURNAL OF EXPERIMENTAL BOTANY

Generation and application of hyperspectral 3D plant models: methods and challenges

(2015) Jan Behmann et al.   MACHINE VISION AND APPLICATIONS

Deep learning

(2015) Yann LeCun et al.   NATURE

Hyperspectral phenotyping on the microscopic scale: towards automated characterization of plant-pathogen interactions

(2015) Matheus Kuska et al.   Plant Methods

HyperART: non-invasive quantification of leaf traits using hyperspectral absorption-reflectance-transmittance imaging

(2015) Sergej Bergsträsser et al.   Plant Methods

Plant phenotyping: from bean weighing to image analysis

(2015) Achim Walter et al.   Plant Methods

Impact of varying irradiance on vegetation indices and chlorophyll fluorescence derived from spectroscopy data

(2015) A. Damm et al.   REMOTE SENSING OF ENVIRONMENT

Supplemental Blue LED Lighting Array to Improve the Signal Quality in Hyperspectral Imaging of Plants

(2015) Anne-Katrin Mahlein et al.   SENSORS

Towards on-the-go field assessment of soil organic carbon using Vis–NIR diffuse reflectance spectroscopy: Developing and testing a novel tractor-driven measuring chamber

(2015) Andrei Rodionov et al.   SOIL & TILLAGE RESEARCH

Highly sensitive image-derived indices of water-stressed plants using hyperspectral imaging in SWIR and histogram analysis

(2015) David M. Kim et al.   Scientific Reports

Hyperspectral and Thermal Imaging of Oilseed Rape (Brassica napus) Response to Fungal Species of the Genus Alternaria

(2015) Piotr Baranowski et al.   PLoS One

Metro Maps of Plant Disease Dynamics—Automated Mining of Differences Using Hyperspectral Images

(2015) Mirwaes Wahabzada et al.   PLoS One

Advanced methods of plant disease detection. A review

(2014) Federico Martinelli et al.   Agronomy for Sustainable Development

Phenotyping and beyond: modelling the relationships between traits

(2014) Christine Granier et al.   CURRENT OPINION IN PLANT BIOLOGY

Detection of early plant stress responses in hyperspectral images

(2014) Jan Behmann et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Fusion of sensor data for the detection and differentiation of plant diseases in cucumber

(2014) C. A. Berdugo et al.   PLANT PATHOLOGY

A review of advanced machine learning methods for the detection of biotic stress in precision crop protection

(2014) Jan Behmann et al.   PRECISION AGRICULTURE

Proximal Remote Sensing Buggies and Potential Applications for Field-Based Phenotyping

(2014) David Deery et al.   Agronomy-Basel

Future Scenarios for Plant Phenotyping

(2013) Fabio Fiorani et al.   Annual Review of Plant Biology

Automatic detection of tulip breaking virus (TBV) in tulip fields using machine vision

(2013) Gerrit Polder et al.   BIOSYSTEMS ENGINEERING

Detection of powdery mildew in two winter wheat cultivars using canopy hyperspectral reflectance

(2013) Xueren Cao et al.   CROP PROTECTION

Sensors and imaging techniques for the assessment of the delay of wheat senescence induced by fungicides

(2013) Carlos Andres Berdugo et al.   FUNCTIONAL PLANT BIOLOGY

‘Extended spectral angle mapping (ESAM)’ for citrus greening disease detection using airborne hyperspectral imaging

(2013) Han Li et al.   PRECISION AGRICULTURE

Probabilistic topic models

(2012) David M. Blei   COMMUNICATIONS OF THE ACM

A review on antioxidants, prooxidants and related controversy: Natural and synthetic compounds, screening and analysis methodologies and future perspectives

(2012) Márcio Carocho et al.   FOOD AND CHEMICAL TOXICOLOGY

Early drought stress detection in cereals: simplex volume maximisation for hyperspectral image analysis

(2012) Christoph Römer et al.   FUNCTIONAL PLANT BIOLOGY

Airborne hyperspectral imaging of spatial soil organic carbon heterogeneity at the field-scale

(2012) Christine Hbirkou et al.   GEODERMA

Hyperspectral imaging for small-scale analysis of symptoms caused by different sugar beet diseases

(2012) Anne-Katrin Mahlein et al.   Plant Methods

Development of spectral indices for detecting and identifying plant diseases

(2012) A.-K. Mahlein et al.   REMOTE SENSING OF ENVIRONMENT

Descriptive matrix factorization for sustainability Adopting the principle of opposites

(2011) Christian Thurau et al.   DATA MINING AND KNOWLEDGE DISCOVERY

High throughput phenotyping of canopy water mass and canopy temperature in well-watered and drought stressed tropical maize hybrids in the vegetative stage

(2011) Loïc Winterhalter et al.   EUROPEAN JOURNAL OF AGRONOMY

Remote sensing to detect plant stress induced by Heterodera schachtii and Rhizoctonia solani in sugar beet fields

(2011) C. Hillnhütter et al.   FIELD CROPS RESEARCH

Potential of field hyperspectral imaging as a non destructive method to assess leaf nitrogen content in Wheat

(2011) Nathalie Vigneau et al.   FIELD CROPS RESEARCH

High-throughput non-destructive biomass determination during early plant development in maize under field conditions

(2011) J.M. Montes et al.   FIELD CROPS RESEARCH

Use of imaging spectroscopy to discriminate symptoms caused by Heterodera schachtii and Rhizoctonia solani on sugar beet

(2011) Christian Hillnhütter et al.   PRECISION AGRICULTURE

Hyperspectral and Chlorophyll Fluorescence Imaging to Analyse the Impact of Fusarium culmorum on the Photosynthetic Integrity of Infected Wheat Ears

(2011) Elke Bauriegel et al.   SENSORS

Phenomics – technologies to relieve the phenotyping bottleneck

(2011) Robert T. Furbank et al.   TRENDS IN PLANT SCIENCE

Review of commonly used remote sensing and ground-based technologies to measure plant water stress

(2011) M Govender et al.   WATER SA

Early detection and classification of plant diseases with Support Vector Machines based on hyperspectral reflectance

(2010) T. Rumpf et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Plant Disease Severity Estimated Visually, by Digital Photography and Image Analysis, and by Hyperspectral Imaging

(2010) C. H. Bock et al.   CRITICAL REVIEWS IN PLANT SCIENCES

Remote sensing of plant functional types

(2010) Susan L. Ustin et al.   NEW PHYTOLOGIST

Spectral signatures of sugar beet leaves for the detection and differentiation of diseases

(2010) A.-K. Mahlein et al.   PRECISION AGRICULTURE

Spectral Identification of Lighting Type and Character

(2010) Christopher D. Elvidge et al.   SENSORS

Hyperspectral indices to diagnose leaf biotic stress of apple plants, considering leaf phenology

(2009) S. Delalieux et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

CUR matrix decompositions for improved data analysis

(2009) Michael W. Mahoney et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Using Imaging Spectroscopy to study soil properties

(2009) E. Ben-Dor et al.   REMOTE SENSING OF ENVIRONMENT

Recent advances in techniques for hyperspectral image processing

(2009) Antonio Plaza et al.   REMOTE SENSING OF ENVIRONMENT

PROSPECT+SAIL models: A review of use for vegetation characterization

(2009) Stéphane Jacquemoud et al.   REMOTE SENSING OF ENVIRONMENT

Hyperspectral canopy measurements under artificial illumination

(2008) S. Delalieux et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Evaluating ten spectral vegetation indices for identifying rust infection in individual wheat leaves

(2008) R. Devadas et al.   PRECISION AGRICULTURE

Progress in field spectroscopy

(2007) Edward J. Milton et al.   REMOTE SENSING OF ENVIRONMENT