Modelling Water Stress in a Shiraz Vineyard Using Hyperspectral Imaging and Machine Learning

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

Early Detection of Plant Physiological Responses to Different Levels of Water Stress Using Reflectance Spectroscopy

(2017) Matthew Maimaitiyiming et al.   Remote Sensing

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

Modern viticulture in southern Europe: Vulnerabilities and strategies for adaptation to water scarcity

(2016) J.M. Costa et al.   AGRICULTURAL WATER MANAGEMENT

Differences among grapevine cultivars in their stomatal behavior and water use efficiency under progressive water stress

(2016) J. Bota et al.   AGRICULTURAL WATER MANAGEMENT

Classification of individual cotton seeds with respect to variety using near-infrared hyperspectral imaging

(2016) Sófacles Figueredo Carreiro Soares et al.   Analytical Methods

Random Forest (RF) Wrappers for Waveband Selection and Classification of Hyperspectral Data

(2016) Nitesh Keshavelal Poona et al.   APPLIED SPECTROSCOPY

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Photometric classification of type Ia supernovae in the SuperNova Legacy Survey with supervised learning

(2016) A. Möller et al.   JOURNAL OF COSMOLOGY AND ASTROPARTICLE PHYSICS

Investigating the Utility of Oblique Tree-Based Ensembles for the Classification of Hyperspectral Data

(2016) Nitesh Poona et al.   SENSORS

Data Mining and NIR Spectroscopy in Viticulture: Applications for Plant Phenotyping under Field Conditions

(2016) Salvador Gutiérrez et al.   SENSORS

Quantitative Retrieval of Organic Soil Properties from Visible Near-Infrared Shortwave Infrared (Vis-NIR-SWIR) Spectroscopy Using Fractal-Based Feature Extraction

(2016) Lanfa Liu et al.   Remote Sensing

Using field spectrometry and a plant probe accessory to determine leaf water content in commercial vineyards

(2015) Ana Belén González-Fernández et al.   AGRICULTURAL WATER MANAGEMENT

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

Developing a spectral library of mangrove species of Indian east coast using field spectroscopy

(2015) Kumar Arun Prasad et al.   Geocarto International

The Utility of AISA Eagle Hyperspectral Data and Random Forest Classifier for Flower Mapping

(2015) Elfatih Abdel-Rahman et al.   Remote Sensing

Predicting Grapevine Water Status Based on Hyperspectral Reflectance Vegetation Indices

(2015) Isabel Pôças et al.   Remote Sensing

Using Boruta-Selected Spectroscopic Wavebands for the Asymptomatic Detection of Fusarium Circinatum Stress

(2014) Nitesh K. Poona et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Ontology-Based Classification of Building Types Detected from Airborne Laser Scanning Data

(2014) Mariana Belgiu et al.   Remote Sensing

Progress in Hyperspectral Remote Sensing Science and Technology in China Over the Past Three Decades

(2013) Qingxi Tong et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A Novel Technique for Optimal Feature Selection in Attribute Profiles Based on Genetic Algorithms

(2013) Mattia Pedergnana et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Detecting Sirex noctilio grey-attacked and lightning-struck pine trees using airborne hyperspectral data, random forest and support vector machines classifiers

(2013) Elfatih M. Abdel-Rahman et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A PRI-based water stress index combining structural and chlorophyll effects: Assessment using diurnal narrow-band airborne imagery and the CWSI thermal index

(2013) P.J. Zarco-Tejada et al.   REMOTE SENSING OF ENVIRONMENT

A comparative study of different classification techniques for marine oil spill identification using RADARSAT-1 imagery

(2013) Linlin Xu et al.   REMOTE SENSING OF ENVIRONMENT

Influence of Multi-Source and Multi-Temporal Remotely Sensed and Ancillary Data on the Accuracy of Random Forest Classification of Wetlands in Northern Minnesota

(2013) Jennifer Corcoran et al.   Remote Sensing

Twenty five years of remote sensing in precision agriculture: Key advances and remaining knowledge gaps

(2012) David J. Mulla   BIOSYSTEMS ENGINEERING

Assessment of vineyard water status variability by thermal and multispectral imagery using an unmanned aerial vehicle (UAV)

(2012) Javier Baluja et al.   IRRIGATION SCIENCE

Tree Species Classification with Random Forest Using Very High Spatial Resolution 8-Band WorldView-2 Satellite Data

(2012) Markus Immitzer et al.   Remote Sensing

Hyperspectral image analysis for water stress detection of apple trees

(2011) Yunseop Kim et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Applying tree-based ensemble algorithms to the classification of ecological zones using multi-temporal multi-source remote-sensing data

(2011) Xin Miao et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Fluorescence, temperature and narrow-band indices acquired from a UAV platform for water stress detection using a micro-hyperspectral imager and a thermal camera

(2011) P.J. Zarco-Tejada et al.   REMOTE SENSING OF ENVIRONMENT

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

(2011) M Govender et al.   WATER SA

Non-destructive measurement of grapevine water potential using near infrared spectroscopy

(2010) R. DE BEI et al.   AUSTRALIAN JOURNAL OF GRAPE AND WINE RESEARCH

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS