Field-level crop yield estimation with PRISMA and Sentinel-2

Field-scale crop yield prediction using multi-temporal WorldView-3 and PlanetScope satellite data and deep learning

(2021) Vasit Sagan et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

The PRISMA imaging spectroscopy mission: overview and first performance analysis

(2021) S. Cogliati et al.   REMOTE SENSING OF ENVIRONMENT

Geographically and temporally weighted neural network for winter wheat yield prediction

(2021) Luwei Feng et al.   REMOTE SENSING OF ENVIRONMENT

Corn yield prediction and uncertainty analysis based on remotely sensed variables using a Bayesian neural network approach

(2021) Yuchi Ma et al.   REMOTE SENSING OF ENVIRONMENT

PRISMA Spatial Resolution Enhancement by Fusion With Sentinel-2 Data

(2021) Nicola Acito et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A random forest model for the classification of wheat and rye leaf rust symptoms based on pure spectra at leaf scale

(2021) Andrzej Wójtowicz et al.   JOURNAL OF PHOTOCHEMISTRY AND PHOTOBIOLOGY B-BIOLOGY

Combining transfer learning and hyperspectral reflectance analysis to assess leaf nitrogen concentration across different plant species datasets

(2021) Liang Wan et al.   REMOTE SENSING OF ENVIRONMENT

Predicting spatial and temporal variability in crop yields: an inter-comparison of machine learning, regression and process-based models

(2020) Guoyong Leng et al.   Environmental Research Letters

Above-ground biomass estimation and yield prediction in potato by using UAV-based RGB and hyperspectral imaging

(2020) Bo Li et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Combining Multi-Source Data and Machine Learning Approaches to Predict Winter Wheat Yield in the Conterminous United States

(2020) Yumiao Wang et al.   Remote Sensing

PROSPECT-PRO for estimating content of nitrogen-containing leaf proteins and other carbon-based constituents

(2020) Jean-Baptiste Féret et al.   REMOTE SENSING OF ENVIRONMENT

Detection and Classification of Non-Photosynthetic Vegetation from PRISMA Hyperspectral Data in Croplands

(2020) Monica Pepe et al.   Remote Sensing

Earth Observation Imaging Spectroscopy for Terrestrial Systems: An Overview of Its History, Techniques, and Applications of Its Missions

(2019) Michael Rast et al.   SURVEYS IN GEOPHYSICS

Smallholder maize area and yield mapping at national scales with Google Earth Engine

(2019) Zhenong Jin et al.   REMOTE SENSING OF ENVIRONMENT

High resolution wheat yield mapping using Sentinel-2

(2019) Merryn L. Hunt et al.   REMOTE SENSING OF ENVIRONMENT

Estimating wheat yields in Australia using climate records, satellite image time series and machine learning methods

(2019) Elisa Kamir et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Remote sensing for agricultural applications: A meta-review

(2019) M. Weiss et al.   REMOTE SENSING OF ENVIRONMENT

Spaceborne Imaging Spectroscopy for Sustainable Agriculture: Contributions and Challenges

(2018) Tobias B. Hank et al.   SURVEYS IN GEOPHYSICS

The Harmonized Landsat and Sentinel-2 surface reflectance data set

(2018) Martin Claverie et al.   REMOTE SENSING OF ENVIRONMENT

Near real-time agriculture monitoring at national scale at parcel resolution: Performance assessment of the Sen2-Agri automated system in various cropping systems around the world

(2018) Pierre Defourny et al.   REMOTE SENSING OF ENVIRONMENT

Generic Algorithms for Estimating Foliar Pigment Content

(2017) Anatoly Gitelson et al.   GEOPHYSICAL RESEARCH LETTERS

Predicting grain yield using canopy hyperspectral reflectance in wheat breeding data

(2017) Osval A. Montesinos-López et al.   Plant Methods

The shared and unique values of optical, fluorescence, thermal and microwave satellite data for estimating large-scale crop yields

(2017) Kaiyu Guan et al.   REMOTE SENSING OF ENVIRONMENT

Analysis of the trade-off between high crop yield and low yield instability at the global scale

(2016) Tamara Ben-Ari et al.   Environmental Research Letters

A comprehensive assessment of the correlations between field crop yields and commonly used MODIS products

(2016) David M. Johnson   International Journal of Applied Earth Observation and Geoinformation

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

(2016) Mariana Belgiu 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

Climate variation explains a third of global crop yield variability

(2015) Deepak K. Ray et al.   Nature Communications

Developing in situ Non-Destructive Estimates of Crop Biomass to Address Issues of Scale in Remote Sensing

(2015) Michael Marshall et al.   Remote Sensing

Yield estimation using SPOT-VEGETATION products: A case study of wheat in European countries

(2014) Wanda Kowalik et al.   International Journal of Applied Earth Observation and Geoinformation

Biomass Modeling of Four Leading World Crops Using Hyperspectral Narrowbands in Support of HyspIRI Mission

(2014) Michael Marshall et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Estimation of water-related biochemical and biophysical vegetation properties using multitemporal airborne hyperspectral data and its comparison to MODIS spectral response

(2014) A. Casas et al.   REMOTE SENSING OF ENVIRONMENT

Selection of Hyperspectral Narrowbands (HNBs) and Composition of Hyperspectral Twoband Vegetation Indices (HVIs) for Biophysical Characterization and Discrimination of Crop Types Using Field Reflectance and Hyperion/EO-1 Data

(2013) Prasad S. Thenkabail et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Remote estimation of nitrogen and chlorophyll contents in maize at leaf and canopy levels

(2013) M. Schlemmer et al.   International Journal of Applied Earth Observation and Geoinformation

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

Hyperspectral versus multispectral crop-productivity modeling and type discrimination for the HyspIRI mission

(2013) Isabella Mariotto et al.   REMOTE SENSING OF ENVIRONMENT

Opening the archive: How free data has enabled the science and monitoring promise of Landsat

(2012) Michael A. Wulder et al.   REMOTE SENSING OF ENVIRONMENT

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

Mind the gap: how do climate and agricultural management explain the ‘yield gap’ of croplands around the world?

(2010) Rachel Licker et al.   GLOBAL ECOLOGY AND BIOGEOGRAPHY