A Comparison of Hybrid Machine Learning Algorithms for the Retrieval of Wheat Biophysical Variables from Sentinel-2

Quantifying Vegetation Biophysical Variables from Imaging Spectroscopy Data: A Review on Retrieval Methods

(2018) Jochem Verrelst et al.   SURVEYS IN GEOPHYSICS

Evaluation of multiple linear, neural network and penalised regression models for prediction of rice yield based on weather parameters for west coast of India

(2018) Bappa Das et al.   INTERNATIONAL JOURNAL OF BIOMETEOROLOGY

Retrieving LAI, chlorophyll and nitrogen contents in sugar beet crops from multi-angular optical remote sensing: Comparison of vegetation indices and PROSAIL inversion for field phenotyping

(2017) Sylvain Jay et al.   FIELD CROPS RESEARCH

Using Sentinel-2 Data for Retrieving LAI and Leaf and Canopy Chlorophyll Content of a Potato Crop

(2017) Jan Clevers et al.   Remote Sensing

Copernicus Sentinel-2A Calibration and Products Validation Status

(2017) Ferran Gascon et al.   Remote Sensing

Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval

(2016) Jochem Verrelst et al.   IEEE Geoscience and Remote Sensing Letters

Spectral band selection for vegetation properties retrieval using Gaussian processes regression

(2016) Jochem Verrelst et al.   International Journal of Applied Earth Observation and Geoinformation

Estimating crop chlorophyll content with hyperspectral vegetation indices and the hybrid inversion method

(2016) Liang Liang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Experimental Sentinel-2 LAI estimation using parametric, non-parametric and physical retrieval methods – A comparison

(2015) Jochem Verrelst et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties – A review

(2015) Jochem Verrelst et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

The EnMAP Spaceborne Imaging Spectroscopy Mission for Earth Observation

(2015) Luis Guanter et al.   Remote Sensing

Chlorophyll estimation in field crops: an assessment of handheld leaf meters and spectral reflectance measurements

(2014) R. CASA et al.   JOURNAL OF AGRICULTURAL SCIENCE

Nitrogen Status Assessment for Variable Rate Fertilization in Maize through Hyperspectral Imagery

(2014) Chiara Cilia et al.   Remote Sensing

Retrieval of Biophysical Parameters With Heteroscedastic Gaussian Processes

(2013) Miguel Lazaro-Gredilla et al.   IEEE Geoscience and Remote Sensing Letters

Gaussian processes uncertainty estimates in experimental Sentinel-2 LAI and leaf chlorophyll content retrieval

(2013) Jochem Verrelst et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Evaluating the capabilities of Sentinel-2 for quantitative estimation of biophysical variables in vegetation

(2013) William James Frampton et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Multiple Cost Functions and Regularization Options for Improved Retrieval of Leaf Chlorophyll Content and LAI through Inversion of the PROSAIL Model

(2013) Juan Rivera et al.   Remote Sensing

Canopy Cover and Leaf Area Index Relationships for Wheat, Triticale, and Corn

(2012) David C. Nielsen et al.   AGRONOMY JOURNAL

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

Active Learning Methods for Biophysical Parameter Estimation

(2012) Edoardo Pasolli et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

The application of small unmanned aerial systems for precision agriculture: a review

(2012) Chunhua Zhang et al.   PRECISION AGRICULTURE

Mapping spatio-temporal variation of grassland quantity and quality using MERIS data and the PROSAIL model

(2012) Yali Si et al.   REMOTE SENSING OF ENVIRONMENT

Experimental assessment of the Sentinel-2 band setting for RTM-based LAI retrieval of sugar beet and maize

(2011) K. Richter et al.   CANADIAN JOURNAL OF REMOTE SENSING

Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and -3

(2011) Jochem Verrelst et al.   REMOTE SENSING OF ENVIRONMENT

Operational Atmospheric Correction for Imaging Spectrometers Accounting for the Smile Effect

(2010) Rudolf Richter et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Predictive mapping of reef fish species richness, diversity and biomass in Zanzibar using IKONOS imagery and machine-learning techniques

(2010) Anders Knudby et al.   REMOTE SENSING OF ENVIRONMENT

Leaf area index estimation with MODIS reflectance time series and model inversion during full rotations of Eucalyptus plantations

(2010) Guerric le Maire et al.   REMOTE SENSING OF ENVIRONMENT

Optimal modalities for radiative transfer-neural network estimation of canopy biophysical characteristics: Evaluation over an agricultural area with CHRIS/PROBA observations

(2010) Aleixandre Verger 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

Performances of neural networks for deriving LAI estimates from existing CYCLOPES and MODIS products

(2008) A. Verger 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

Potato Crop Nitrogen Status Assessment to Improve N Fertilization Management and Efficiency: Past–Present–Future

(2008) J. P. Goffart et al.   POTATO RESEARCH

Mapping leaf chlorophyll and leaf area index using inverse and forward canopy reflectance modeling and SPOT reflectance data

(2007) R HOUBORG et al.   REMOTE SENSING OF ENVIRONMENT