Using Machine Learning for Estimating Rice Chlorophyll Content from In Situ Hyperspectral Data

Soil Salinity Mapping Using SAR Sentinel-1 Data and Advanced Machine Learning Algorithms: A Case Study at Ben Tre Province of the Mekong River Delta (Vietnam)

(2019) Pham Hoa et al.   Remote Sensing

Inversion of rice canopy chlorophyll content and leaf area index based on coupling of radiative transfer and Bayesian network models

(2019) X.Q. Xu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

An Improved Gradient Boosting Regression Tree Estimation Model for Soil Heavy Metal (Arsenic) Pollution Monitoring Using Hyperspectral Remote Sensing

(2019) Lifei Wei et al.   Applied Sciences-Basel

Performance Comparison of Machine Learning Algorithms for Estimating the Soil Salinity of Salt-Affected Soil Using Field Spectral Data

(2019) Wang et al.   Remote Sensing

The functional characterization of grass- and shrubland ecosystems using hyperspectral remote sensing: trends, accuracy and moderating variables

(2018) Elisa Van Cleemput et al.   REMOTE SENSING OF ENVIRONMENT

Retrieval of the canopy chlorophyll content from Sentinel-2 spectral bands to estimate nitrogen uptake in intensive winter wheat cropping systems

(2018) Cindy Delloye et al.   REMOTE SENSING OF ENVIRONMENT

Improving Accuracy Estimation of Forest Aboveground Biomass Based on Incorporation of ALOS-2 PALSAR-2 and Sentinel-2A Imagery and Machine Learning: A Case Study of the Hyrcanian Forest Area (Iran)

(2018) Sasan Vafaei et al.   Remote Sensing

UAV-based multispectral remote sensing for precision agriculture: A comparison between different cameras

(2018) Lei Deng et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Remote Sensing of Leaf and Canopy Nitrogen Status in Winter Wheat (Triticum aestivum L.) Based on N-PROSAIL Model

(2018) Zhenhai Li et al.   Remote Sensing

Estimating Rice Leaf Nitrogen Concentration: Influence of Regression Algorithms Based on Passive and Active Leaf Reflectance

(2017) Jia Sun et al.   Remote Sensing

Evaluating chlorophyll density in winter oilseed rape ( Brassica napus L.) using canopy hyperspectral red-edge parameters

(2016) Lantao Li et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Spatial variability of chlorophyll and nitrogen content of rice from hyperspectral imagery

(2016) Shreedevi Moharana 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

Advantage of hyperspectral EO-1 Hyperion over multispectral IKONOS, GeoEye-1, WorldView-2, Landsat ETM+, and MODIS vegetation indices in crop biomass estimation

(2015) Michael Marshall et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Estimation of foliar chlorophyll and nitrogen content in an ombrotrophic bog from hyperspectral data: Scaling from leaf to image

(2015) M. Kalacska et al.   REMOTE SENSING OF ENVIRONMENT

Importance of sample size, data type and prediction method for remote sensing-based estimations of aboveground forest biomass

(2014) F.E. Fassnacht et al.   REMOTE SENSING OF ENVIRONMENT

Plant Leaf Chlorophyll Content Retrieval Based on a Field Imaging Spectroscopy System

(2014) Bo Liu et al.   SENSORS

Retrieval of Vegetation Biophysical Parameters Using Gaussian Process Techniques

(2011) J. Verrelst et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Wavelength selection and spectral discrimination for paddy rice, with laboratory measurements of hyperspectral leaf reflectance

(2011) Shalei Song et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Estimating biophysical parameters of rice with remote sensing data using support vector machines

(2011) XiaoHua Yang et al.   Science China-Life Sciences

Assessing newly developed and published vegetation indices for estimating rice leaf nitrogen concentration with ground- and space-based hyperspectral reflectance

(2010) Y.C. Tian et al.   FIELD CROPS RESEARCH

Estimating chlorophyll content of crops from hyperspectral data using a normalized area over reflectance curve (NAOC)

(2010) Jesús Delegido et al.   International Journal of Applied Earth Observation and Geoinformation

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

LAI and chlorophyll estimation for a heterogeneous grassland using hyperspectral measurements

(2008) Roshanak Darvishzadeh et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deriving leaf chlorophyll content of green-leafy vegetables from hyperspectral reflectance

(2008) Lihong Xue et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING