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

Hyperspectral imagery to monitor crop nutrient status within and across growing seasons

(2021) Nanfeng Liu et al.   REMOTE SENSING OF ENVIRONMENT

A model for phenotyping crop fractional vegetation cover using imagery from unmanned aerial vehicles

(2021) Liang Wan et al.   JOURNAL OF EXPERIMENTAL BOTANY

Field spectroscopy of canopy nitrogen concentration in temperate grasslands using a convolutional neural network

(2021) R.R. Pullanagari et al.   REMOTE SENSING OF ENVIRONMENT

Unmanned aerial vehicle-based field phenotyping of crop biomass using growth traits retrieved from PROSAIL model

(2021) Liang Wan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A best-practice guide to predicting plant traits from leaf-level hyperspectral data using partial least squares regression

(2021) Angela C Burnett et al.   JOURNAL OF EXPERIMENTAL BOTANY

Foliar functional traits from imaging spectroscopy across biomes in eastern North America

(2020) Zhihui Wang et al.   NEW PHYTOLOGIST

Deep learning in environmental remote sensing: Achievements and challenges

(2020) Qiangqiang Yuan et al.   REMOTE SENSING OF ENVIRONMENT

Crop nitrogen monitoring: Recent progress and principal developments in the context of imaging spectroscopy missions

(2020) Katja Berger et al.   REMOTE SENSING OF ENVIRONMENT

Grain yield prediction of rice using multi-temporal UAV-based RGB and multispectral images and model transfer – a case study of small farmlands in the South of China

(2020) Liang Wan et al.   AGRICULTURAL AND FOREST METEOROLOGY

Retrieval of aboveground crop nitrogen content with a hybrid machine learning method

(2020) Katja Berger et al.   International Journal of Applied Earth Observation and Geoinformation

Mapping canopy nitrogen in European forests using remote sensing and environmental variables with the random forests method

(2020) Yasmina Loozen et al.   REMOTE SENSING OF ENVIRONMENT

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

Nutrient Status Diagnosis of Infield Oilseed Rape via Deep Learning-Enabled Dynamic Model

(2020) Alwaseela Abdalla et al.   IEEE Transactions on Industrial Informatics

Earth system models underestimate carbon fixation by plants in the high latitudes

(2019) Alexander J. Winkler et al.   Nature Communications

Dynamic monitoring of biomass of rice under different nitrogen treatments using a lightweight UAV with dual image-frame snapshot cameras

(2019) Haiyan Cen et al.   Plant Methods

Spectroscopy can predict key leaf traits associated with source–sink balance and carbon–nitrogen status

(2019) Kim S Ely et al.   JOURNAL OF EXPERIMENTAL BOTANY

Variability and Uncertainty Challenges in Scaling Imaging Spectroscopy Retrievals and Validations from Leaves Up to Vegetation Canopies

(2019) Zbyněk Malenovský et al.   SURVEYS IN GEOPHYSICS

Transfer learning for neural network model in chlorophyll-a dynamics prediction

(2019) Wenchong Tian et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Improving air quality prediction accuracy at larger temporal resolutions using deep learning and transfer learning techniques

(2019) Jun Ma et al.   ATMOSPHERIC ENVIRONMENT

Monitoring drought using composite drought indices based on remote sensing

(2019) Qi Liu et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Mapping forest canopy nitrogen content by inversion of coupled leaf-canopy radiative transfer models from airborne hyperspectral imagery

(2018) Zhihui Wang et al.   AGRICULTURAL AND FOREST METEOROLOGY

Improved nitrogen retrievals with airborne-derived fluorescence and plant traits quantified from VNIR-SWIR hyperspectral imagery in the context of precision agriculture

(2018) Carlos Camino et al.   International Journal of Applied Earth Observation and Geoinformation

Plant carbon metabolism and climate change: elevated CO2 and temperature impacts on photosynthesis, photorespiration and respiration

(2018) Mirindi Eric Dusenge et al.   NEW PHYTOLOGIST

Exploiting the centimeter resolution of UAV multispectral imagery to improve remote-sensing estimates of canopy structure and biochemistry in sugar beet crops

(2018) Sylvain Jay et al.   REMOTE SENSING OF ENVIRONMENT

Estimating leaf mass per area and equivalent water thickness based on leaf optical properties: Potential and limitations of physical modeling and machine learning

(2018) J.-B. Féret et al.   REMOTE SENSING OF ENVIRONMENT

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

Terrestrial biosphere models underestimate photosynthetic capacity and CO2 assimilation in the Arctic

(2017) Alistair Rogers et al.   NEW PHYTOLOGIST

Estimation of photosynthesis traits from leaf reflectance spectra: Correlation to nitrogen content as the dominant mechanism

(2017) Benjamin Dechant et al.   REMOTE SENSING OF ENVIRONMENT

PROSPECT-D: Towards modeling leaf optical properties through a complete lifecycle

(2017) J.-B. Féret et al.   REMOTE SENSING OF ENVIRONMENT

High-Throughput Phenotyping of Maize Leaf Physiological and Biochemical Traits Using Hyperspectral Reflectance

(2016) Craig R. Yendrek et al.   PLANT PHYSIOLOGY

Improved remote sensing of leaf nitrogen concentration in winter wheat using multi-angular hyperspectral data

(2016) Li He et al.   REMOTE SENSING OF ENVIRONMENT

Linking seasonal foliar traits to VSWIR-TIR spectroscopy across California ecosystems

(2016) Susan K. Meerdink et al.   REMOTE SENSING OF ENVIRONMENT

Leaf Nitrogen Content Indirectly Estimated by Leaf Traits Derived From the PROSPECT Model

(2015) Zhihui Wang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Leaf nitrogen spectral reflectance model of winter wheat (Triticum aestivum) based on PROSPECT: simulation and inversion

(2015) Guijun Yang et al.   Journal of Applied Remote Sensing

Deep learning

(2015) Yann LeCun et al.   NATURE

Multi-method ensemble selection of spectral bands related to leaf biochemistry

(2015) Hannes Feilhauer et al.   REMOTE SENSING OF ENVIRONMENT

The EnMAP Spaceborne Imaging Spectroscopy Mission for Earth Observation

(2015) Luis Guanter et al.   Remote Sensing

Discrete Anisotropic Radiative Transfer (DART 5) for Modeling Airborne and Satellite Spectroradiometer and LIDAR Acquisitions of Natural and Urban Landscapes

(2015) Jean-Philippe Gastellu-Etchegorry et al.   Remote Sensing

Spectroscopic determination of leaf morphological and biochemical traits for northern temperate and boreal tree species

(2014) Shawn P. Serbin et al.   ECOLOGICAL APPLICATIONS

Field spectroscopy for weed detection in wheat and chickpea fields

(2013) Uri Shapira et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Remote estimation of crop and grass chlorophyll and nitrogen content using red-edge bands on Sentinel-2 and -3

(2012) J.G.P.W. Clevers et al.   International Journal of Applied Earth Observation and Geoinformation

Hyperspectral remote sensing of foliar nitrogen content

(2012) Y. Knyazikhin et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

SWIR-based spectral indices for assessing nitrogen content in potato fields

(2010) I. Herrmann et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Sources of variability in canopy reflectance and the convergent properties of plants

(2010) S. V. Ollinger   NEW PHYTOLOGIST

Assessment of nutrient use in annual and perennial crops: A functional concept for analyzing nitrogen use efficiency

(2010) Martin Weih et al.   PLANT AND SOIL

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Retrieval of foliar information about plant pigment systems from high resolution spectroscopy

(2009) Susan L. Ustin 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

Canopy nitrogen, carbon assimilation, and albedo in temperate and boreal forests: Functional relations and potential climate feedbacks

(2008) S. V. Ollinger et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

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

Spectral and chemical analysis of tropical forests: Scaling from leaf to canopy levels

(2008) G ASNER et al.   REMOTE SENSING OF ENVIRONMENT