A Review of Advanced Technologies and Development for Hyperspectral-Based Plant Disease Detection in the Past Three Decades

Potato Virus Y Detection in Seed Potatoes Using Deep Learning on Hyperspectral Images

(2019) Gerrit Polder et al.   Frontiers in Plant Science

Feasibility of Unmanned Aerial Vehicle Optical Imagery for Early Detection and Severity Assessment of Late Blight in Potato

(2019) Marston Héracles Domingues Franceschini et al.   Remote Sensing

Developing a spectral disease index for myrtle rust (Austropuccinia psidii )

(2019) R. H. J. Heim et al.   PLANT PATHOLOGY

Estimating chlorophyll content at leaf scale in viroid-inoculated oil palm seedlings (Elaeis guineensis Jacq.) using reflectance spectra (400 nm–1050 nm)

(2019) Kamlesh Golhani et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Differentiation of Maize Ear Rot Pathogens, on Growth Media, with Near Infrared Hyperspectral Imaging

(2019) Paul J. Williams et al.   Food Analytical Methods

Comparison and Combination of Thermal, Fluorescence, and Hyperspectral Imaging for Monitoring Fusarium Head Blight of Wheat on Spikelet Scale

(2019) Anne-Katrin Mahlein et al.   SENSORS

A global surveillance system for crop diseases

(2019) M. Carvajal-Yepes et al.   SCIENCE

UAV-Based Remote Sensing Technique to Detect Citrus Canker Disease Utilizing Hyperspectral Imaging and Machine Learning

(2019) Jaafar Abdulridha et al.   Remote Sensing

Development of Fusarium head blight classification index using hyperspectral microscopy images of winter wheat spikelets

(2019) Ning Zhang et al.   BIOSYSTEMS ENGINEERING

Monitoring plant diseases and pests through remote sensing technology: A review

(2019) Jingcheng Zhang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Non-destructive techniques of detecting plant diseases: A review

(2019) Maimunah Mohd Ali et al.   PHYSIOLOGICAL AND MOLECULAR PLANT PATHOLOGY

Detection of early decayed oranges based on multispectral principal component image combining both bi-dimensional empirical mode decomposition and watershed segmentation method

(2019) Jiangbo Li et al.   POSTHARVEST BIOLOGY AND TECHNOLOGY

Mapping wheat rust based on high spatial resolution satellite imagery

(2018) Dongmei Chen et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Hyperspectral quantification of wheat resistance to Fusarium head blight: comparison of two Fusarium species

(2018) E. Alisaac et al.   EUROPEAN JOURNAL OF PLANT PATHOLOGY

Integrating spectroscopy with potato disease management

(2018) John J Couture et al.   PLANT DISEASE

A Novel Methodology for Improving Plant Pest Surveillance in Vineyards and Crops Using UAV-Based Hyperspectral and Spatial Data

(2018) Fernando Vanegas et al.   SENSORS

Discrimination between abiotic and biotic drought stress in tomatoes using hyperspectral imaging

(2018) Nik Susič et al.   SENSORS AND ACTUATORS B-CHEMICAL

Wavelet-Based Rust Spectral Feature Set (WRSFs): A Novel Spectral Feature Set Based on Continuous Wavelet Transformation for Tracking Progressive Host–Pathogen Interaction of Yellow Rust on Wheat

(2018) Yue Shi et al.   Remote Sensing

Classifying Wheat Hyperspectral Pixels of Healthy Heads and Fusarium Head Blight Disease Using a Deep Neural Network in the Wild Field

(2018) Xiu Jin et al.   Remote Sensing

Quantitative identification of crop disease and nitrogen-water stress in winter wheat using continuous wavelet analysis

(2018) Wenjiang Huang et al.   International Journal of Agricultural and Biological Engineering

Hyperspectral Sensors and Imaging Technologies in Phytopathology: State of the Art

(2018) A.-K. Mahlein et al.   Annual Review of Phytopathology

Assessment of defoliation during the Dendrolimus tabulaeformis Tsai et Liu disaster outbreak using UAV-based hyperspectral images

(2018) Ning Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Evaluating the performance of spectral features and multivariate analysis tools to detect laurel wilt disease and nutritional deficiency in avocado

(2018) Jaafar Abdulridha et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Prediction of cadmium concentration in brown rice before harvest by hyperspectral remote sensing

(2018) Weihong Zhou et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Hyperspectral band selection using genetic algorithm and support vector machines for early identification of charcoal rot disease in soybean stems

(2018) Koushik Nagasubramanian et al.   Plant Methods

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

(2017) Nicolas Virlet et al.   FUNCTIONAL PLANT BIOLOGY

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

(2017) Stefan Thomas et al.   Journal of Plant Diseases and Protection

Study of digital image processing techniques for leaf disease detection and classification

(2017) Gittaly Dhingra et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Hyperspectral image analysis techniques for the detection and classification of the early onset of plant disease and stress

(2017) Amy Lowe et al.   Plant Methods

A method for automatic segmentation and splitting of hyperspectral images of raspberry plants collected in field conditions

(2017) Dominic Williams et al.   Plant Methods

Comparison of visible imaging, thermography and spectrometry methods to evaluate the effect of Heterodera schachtii inoculation on sugar beets

(2017) Samuel Joalland et al.   Plant Methods

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

(2017) Uwe Knauer et al.   Plant Methods

Hyperspectral prediction of leaf area index of winter wheat in irrigated and rainfed fields

(2017) Guangxin Li et al.   PLoS One

Using hyperspectral imaging to discriminate yellow leaf curl disease in tomato leaves

(2017) Jinzhu Lu et al.   PRECISION AGRICULTURE

Development of Spectral Disease Indices for ‘Flavescence Dorée’ Grapevine Disease Identification

(2017) et al.   SENSORS

Testing the capability of spectral resolution of the new multispectral sensors on detecting the severity of grey leaf spot disease in maize crop

(2017) Inos Dhau et al.   Geocarto International

Gravitation-Based Edge Detection in Hyperspectral Images

(2017) Genyun Sun et al.   Remote Sensing

Chlorophyll Fluorescence Imaging Uncovers Photosynthetic Fingerprint of Citrus Huanglongbing

(2017) Haiyan Cen et al.   Frontiers in Plant Science

High Throughput In vivo Analysis of Plant Leaf Chemical Properties Using Hyperspectral Imaging

(2017) Piyush Pandey et al.   Frontiers in Plant Science

Detecting the Early Stage of Phaeosphaeria Leaf Spot Infestations in Maize Crop Using In Situ Hyperspectral Data and Guided Regularized Random Forest Algorithm

(2017) Elhadi Adam et al.   Journal of Spectroscopy

Plant phenomics: an overview of image acquisition technologies and image data analysis algorithms

(2017) Fernando Perez-Sanz et al.   GigaScience

Advanced Spectral Classifiers for Hyperspectral Images: A review

(2017) Pedram Ghamisi et al.   IEEE Geoscience and Remote Sensing Magazine

A review on the main challenges in automatic plant disease identification based on visible range images

(2016) Jayme Garcia Arnal Barbedo   BIOSYSTEMS ENGINEERING

Modelling the impact of climate change and atmospheric N deposition on French forests biodiversity

(2016) Simon Rizzetto et al.   ENVIRONMENTAL POLLUTION

An Investigation Into Machine Learning Regression Techniques for the Leaf Rust Disease Detection Using Hyperspectral Measurement

(2016) Davoud Ashourloo et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Hyperspectral phenotyping of the reaction of grapevine genotypes toPlasmopara viticola

(2016) Erich-Christian Oerke et al.   JOURNAL OF EXPERIMENTAL BOTANY

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

A physically-based model for retrieving foliar biochemistry and leaf orientation using close-range imaging spectroscopy

(2016) Sylvain Jay et al.   REMOTE SENSING OF ENVIRONMENT

Spectrum and Image Texture Features Analysis for Early Blight Disease Detection on Eggplant Leaves

(2016) Chuanqi Xie et al.   SENSORS

Early Detection and Quantification of Almond Red Leaf Blotch Using High-Resolution Hyperspectral and Thermal Imagery

(2016) Manuel López-López et al.   Remote Sensing

Identification and Severity Determination of Wheat Stripe Rust and Wheat Leaf Rust Based on Hyperspectral Data Acquired Using a Black-Paper-Based Measuring Method

(2016) Hui Wang et al.   PLoS One

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

(2016) Mirwaes Wahabzada et al.   Scientific Reports

Near-Infrared Hyperspectral Imaging of Fusarium-Damaged Oats (Avena sativa L.)

(2015) Selamawit Tekle et al.   CEREAL CHEMISTRY

Hyperspectral image analysis based on BoSW model for rice panicle blast grading

(2015) Shuangping Huang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

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

(2015) Matheus Kuska et al.   Plant Methods

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

(2015) Anne-Katrin Mahlein et al.   SENSORS

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

(2015) Piotr Baranowski et al.   PLoS One

Detection of Powdery Mildew in Two Winter Wheat Plant Densities and Prediction of Grain Yield Using Canopy Hyperspectral Reflectance

(2015) Xueren Cao et al.   PLoS One

Automatic Detection of Diseased Tomato Plants Using Thermal and Stereo Visible Light Images

(2015) Shan-e-Ahmed Raza et al.   PLoS One

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

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

Modelling within-field variations in deoxynivalenol (DON) content in oats using proximal and remote sensing

(2014) M. Söderström et al.   PRECISION AGRICULTURE

Developing Two Spectral Disease Indices for Detection of Wheat Leaf Rust (Pucciniatriticina)

(2014) Davoud Ashourloo et al.   Remote Sensing

A Lightweight Hyperspectral Mapping System and Photogrammetric Processing Chain for Unmanned Aerial Vehicles

(2014) Juha Suomalainen et al.   Remote Sensing

Laboratory vs. in-field spectral proximal sensing for early detection of Fusarium head blight infection in durum wheat

(2013) Paolo Menesatti et al.   BIOSYSTEMS ENGINEERING

Water stress detection based on optical multisensor fusion with a least squares support vector machine classifier

(2013) Dimitrios Moshou et al.   BIOSYSTEMS ENGINEERING

Spectral analysis of winter wheat leaves for detection and differentiation of diseases and insects

(2013) Lin Yuan et al.   FIELD CROPS RESEARCH

Spectral reflectance pattern in soybean for assessing yellow mosaic disease

(2013) I. F. Saad Gazala et al.   Indian Journal of Virology

High-resolution airborne hyperspectral and thermal imagery for early detection of Verticillium wilt of olive using fluorescence, temperature and narrow-band spectral indices

(2013) R. Calderón et al.   REMOTE SENSING OF ENVIRONMENT

Huanglongbing (Citrus Greening) Detection Using Visible, Near Infrared and Thermal Imaging Techniques

(2013) Sindhuja Sankaran et al.   SENSORS

Digital image processing techniques for detecting, quantifying and classifying plant diseases

(2013) Jayme Garcia Arnal Barbedo   SpringerPlus

Spectral difference analysis and airborne imaging classification for citrus greening infected trees

(2012) Xiuhua Li et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

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

Plant–pathogen interactions: disease resistance in modern agriculture

(2012) Lesley A. Boyd et al.   TRENDS IN GENETICS

Use of ground based hyperspectral remote sensing for detection of stress in cotton caused by leafhopper (Hemiptera: Cicadellidae)

(2011) M. Prabhakar et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

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

Remote Sensing for Assessing Rhizoctonia Crown and Root Rot Severity in Sugar Beet

(2011) Gregory J. Reynolds et al.   PLANT DISEASE

Detection of midge-damaged wheat kernels using short-wave near-infrared hyperspectral and digital colour imaging

(2010) Chandra B. Singh et al.   BIOSYSTEMS ENGINEERING

Sensing technologies for precision specialty crop production

(2010) W.S. Lee et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Diagnosis of bacterial spot of tomato using spectral signatures

(2010) C.D. Jones et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

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

A review of advanced techniques for detecting plant diseases

(2010) Sindhuja Sankaran et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Detection of Fusarium damaged kernels in Canada Western Red Spring wheat using visible/near-infrared hyperspectral imaging and principal component analysis

(2010) Muhammad A. Shahin 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

Satellite Remote Sensing of Wheat Infected byWheat streak mosaic virus

(2010) M. Mirik et al.   PLANT DISEASE

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

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

Continuous wavelet analysis for the detection of green attack damage due to mountain pine beetle infestation

(2010) T. Cheng et al.   REMOTE SENSING OF ENVIRONMENT

Key wavelengths screening using competitive adaptive reweighted sampling method for multivariate calibration

(2009) Hongdong Li et al.   ANALYTICA CHIMICA ACTA

Near-Infrared Spectroscopy for the Prediction of Disease Ratings for Fiji Leaf Gall in Sugarcane Clones

(2009) Deborah E. Purcell et al.   APPLIED SPECTROSCOPY

Detection of citrus canker using hyperspectral reflectance imaging with spectral information divergence

(2009) Jianwei Qin et al.   JOURNAL OF FOOD ENGINEERING

Detection and quantitation of Citrus leaf blotch virus by TaqMan real-time RT-PCR

(2009) Susana Ruiz-Ruiz et al.   JOURNAL OF VIROLOGICAL METHODS

Specific detection and quantification of the phytopathogenic agent ‘Candidatus Phytoplasma prunorum’

(2009) Michel Yvon et al.   MOLECULAR AND CELLULAR PROBES

Computational models in plant-pathogen interactions: the case of Phytophthora infestans

(2009) Andrés Pinzón et al.   Theoretical Biology and Medical Modelling

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

(2008) R. Devadas et al.   PRECISION AGRICULTURE

The Successive Projection Algorithm (SPA), an Algorithm with a Spatial Constraint for the Automatic Search of Endmembers in Hyperspectral Data

(2008) Jinkai Zhang et al.   SENSORS

Successive projections algorithm combined with uninformative variable elimination for spectral variable selection

(2007) Shengfeng Ye et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS