Extraction of Plant Physiological Status from Hyperspectral Signatures Using Machine Learning Methods

A Study on the Effectiveness of Different Independent Component Analysis Algorithms for Hyperspectral Image Classification

(2014) Nicola Falco et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Comparison of Feature Reduction Algorithms for Classifying Tree Species With Hyperspectral Data on Three Central European Test Sites

(2014) Fabian E. Fassnacht et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Development and implementation of a multiscale biomass model using hyperspectral vegetation indices for winter wheat in the North China Plain

(2014) Martin L. Gnyp et al.   International Journal of Applied Earth Observation and Geoinformation

A Comparison of Advanced Regression Algorithms for Quantifying Urban Land Cover

(2014) Akpona Okujeni et al.   Remote Sensing

Exploring the Best Hyperspectral Features for LAI Estimation Using Partial Least Squares Regression

(2014) Xinchuan Li et al.   Remote Sensing

Estimating Fractional Shrub Cover Using Simulated EnMAP Data: A Comparison of Three Machine Learning Regression Techniques

(2014) Marcel Schwieder et al.   Remote Sensing

Spectroscopy and hyperspectral imagery for monitoring summer barley

(2013) Thomas Jarmer   INTERNATIONAL JOURNAL OF REMOTE SENSING

Collinearity: a review of methods to deal with it and a simulation study evaluating their performance

(2012) Carsten F. Dormann et al.   ECOGRAPHY

Gaussian Process Retrieval of Chlorophyll Content From Imaging Spectroscopy Data

(2012) Jochem Verrelst et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Tree Species Classification in Boreal Forests With Hyperspectral Data

(2012) Michele Dalponte et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Mapping of hyperspectral AVIRIS data using machine-learning algorithms

(2011) Björn Waske et al.   CANADIAN JOURNAL OF REMOTE SENSING

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

(2011) M Govender et al.   WATER SA

Comparative analysis of three chemometric techniques for the spectroradiometric assessment of canopy chlorophyll content in winter wheat

(2010) Clement Atzberger et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

On the influence of feature reduction for the classification of hyperspectral images based on the extended morphological profile

(2010) Thibaut Castaings et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Applying different inversion techniques to retrieve stand variables of summer barley with PROSPECT+SAIL

(2009) M. Vohland et al.   International Journal of Applied Earth Observation and Geoinformation

A comparison of regression tree ensembles: Predicting Sirex noctilio induced water stress in Pinus patula forests of KwaZulu-Natal, South Africa

(2009) R. Ismail et al.   International Journal of Applied Earth Observation and Geoinformation

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

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

Modeling Gross Primary Production of Agro-Forestry Ecosystems by Assimilation of Satellite-Derived Information in a Process-Based Model

(2009) Mirco Migliavacca et al.   SENSORS

Evaluation of Random Forest and Adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery

(2008) Jonathan Cheung-Wai Chan et al.   REMOTE SENSING OF ENVIRONMENT

PROSPECT-4 and 5: Advances in the leaf optical properties model separating photosynthetic pigments

(2008) Jean-Baptiste Feret et al.   REMOTE SENSING OF ENVIRONMENT