Phenotyping a diversity panel of quinoa using UAV-retrieved leaf area index, SPAD-based chlorophyll and a random forest approach

Improving the Retrieval of Crop Canopy Chlorophyll Content Using Vegetation Index Combinations

(2021) Qi Sun et al.   Remote Sensing

Digital insights: bridging the phenotype-to-genotype divide

(2021) Matthew F McCabe et al.   JOURNAL OF EXPERIMENTAL BOTANY

Genetic mapping of the early responses to salt stress in Arabidopsis thaliana

(2021) Mariam Awlia et al.   PLANT JOURNAL

Overcoming the Challenges of Thermal Infrared Orthomosaics Using a Swath-Based Approach to Correct for Dynamic Temperature and Wind Effects

(2021) Yoann Malbéteau et al.   Remote Sensing

Detecting Plant Stress Using Thermal and Optical Imagery From an Unoccupied Aerial Vehicle

(2021) Bonny Stutsel et al.   Frontiers in Plant Science

Improving Unmanned Aerial Vehicle Remote Sensing-Based Rice Nitrogen Nutrition Index Prediction with Machine Learning

(2020) Hainie Zha et al.   Remote Sensing

Testing Proximal Optical Sensors on Quinoa Growth and Development

(2020) Jorge Alvar-Beltrán et al.   Remote Sensing

Using Linear Regression, Random Forests, and Support Vector Machine with Unmanned Aerial Vehicle Multispectral Images to Predict Canopy Nitrogen Weight in Corn

(2020) Hwang Lee et al.   Remote Sensing

High-Throughput Estimation of Crop Traits: A Review of Ground and Aerial Phenotyping Platforms

(2020) Xiuliang Jin et al.   IEEE Geoscience and Remote Sensing Magazine

Unmanned Aerial Vehicle-Based Phenotyping Using Morphometric and Spectral Analysis Can Quantify Responses of Wild Tomato Plants to Salinity Stress

(2019) Kasper Johansen et al.   Frontiers in Plant Science

Analysis and Evaluation of the Image Preprocessing Process of a Six-Band Multispectral Camera Mounted on an Unmanned Aerial Vehicle for Winter Wheat Monitoring

(2019) Jiale Jiang et al.   SENSORS

Chlorophyll content estimation in an open-canopy conifer forest with Sentinel-2A and hyperspectral imagery in the context of forest decline

(2019) P.J. Zarco-Tejada et al.   REMOTE SENSING OF ENVIRONMENT

Radiometric calibration assessments for UAS-borne multispectral cameras: Laboratory and field protocols

(2019) Sen Cao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Low-cost assessment of grain yield in durum wheat using RGB images

(2019) Jose A. Fernandez-Gallego et al.   EUROPEAN JOURNAL OF AGRONOMY

A Random Forest Machine Learning Approach for the Retrieval of Leaf Chlorophyll Content in Wheat

(2019) Syed Haleem Shah et al.   Remote Sensing

Mini-Unmanned Aerial Vehicle-Based Remote Sensing: Techniques, applications, and prospects

(2019) Tian-Zhu Xiang et al.   IEEE Geoscience and Remote Sensing Magazine

Leaf Area Index evaluation in vineyards using 3D point clouds from UAV imagery

(2019) L. Comba et al.   PRECISION AGRICULTURE

Radiometric Assessment of a UAV-Based Push-Broom Hyperspectral Camera

(2019) M. Barreto et al.   SENSORS

Using Digital Cameras on an Unmanned Aerial Vehicle to Derive Optimum Color Vegetation Indices for Leaf Nitrogen Concentration Monitoring in Winter Wheat

(2019) Jiang et al.   Remote Sensing

Red-Edge Band Vegetation Indices for Leaf Area Index Estimation From Sentinel-2/MSI Imagery

(2019) Yuanheng Sun et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Vegetation Indices Combining the Red and Red-Edge Spectral Information for Leaf Area Index Retrieval

(2018) Qiaoyun Xie et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Improved estimation of leaf area index and leaf chlorophyll content of a potato crop using multi-angle spectral data – potential of unmanned aerial vehicle imagery

(2018) Peter P.J. Roosjen et al.   International Journal of Applied Earth Observation and Geoinformation

Poppy crop capsule volume estimation using UAS remote sensing and random forest regression

(2018) Faheem Iqbal et al.   International Journal of Applied Earth Observation and Geoinformation

Implementation of machine-learning classification in remote sensing: an applied review

(2018) Aaron E. Maxwell et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A hybrid training approach for leaf area index estimation via Cubist and random forests machine-learning

(2018) Rasmus Houborg et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Evaluation of RGB, Color-Infrared and Multispectral Images Acquired from Unmanned Aerial Systems for the Estimation of Nitrogen Accumulation in Rice

(2018) Hengbiao Zheng et al.   Remote Sensing

On the Use of Unmanned Aerial Systems for Environmental Monitoring

(2018) Salvatore Manfreda et al.   Remote Sensing

UAV based soil salinity assessment of cropland

(2018) Konstantin Ivushkin et al.   GEODERMA

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

Improved estimation of rice aboveground biomass combining textural and spectral analysis of UAV imagery

(2018) Hengbiao Zheng et al.   PRECISION AGRICULTURE

A Comparative Assessment of Different Modeling Algorithms for Estimating Leaf Nitrogen Content in Winter Wheat Using Multispectral Images from an Unmanned Aerial Vehicle

(2018) Hengbiao Zheng et al.   Remote Sensing

Unmanned Aerial System (UAS)-based phenotyping of soybean using multi-sensor data fusion and extreme learning machine

(2017) Maitiniyazi Maimaitijiang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Retrieving Soybean Leaf Area Index from Unmanned Aerial Vehicle Hyperspectral Remote Sensing: Analysis of RF, ANN, and SVM Regression Models

(2017) Huanhuan Yuan et al.   Remote Sensing

Estimation of Wheat LAI at Middle to High Levels Using Unmanned Aerial Vehicle Narrowband Multispectral Imagery

(2017) Xia Yao et al.   Remote Sensing

Unmanned Aerial Vehicle Remote Sensing for Field-Based Crop Phenotyping: Current Status and Perspectives

(2017) Guijun Yang et al.   Frontiers in Plant Science

Multi-Spectral Imaging from an Unmanned Aerial Vehicle Enables the Assessment of Seasonal Leaf Area Dynamics of Sorghum Breeding Lines

(2017) Andries B. Potgieter et al.   Frontiers in Plant Science

Significant Remote Sensing Vegetation Indices: A Review of Developments and Applications

(2017) Jinru Xue et al.   Journal of Sensors

Radiative transfer models (RTMs) for field phenotyping inversion of rice based on UAV hyperspectral remote sensing

(2017) Yu Fenghua et al.   International Journal of Agricultural and Biological Engineering

Remote Sensing Image Classification: A survey of support-vector-machine-based advanced techniques

(2017) Ujjwal Maulik et al.   IEEE Geoscience and Remote Sensing Magazine

Evaluating physiological responses of plants to salinity stress

(2016) S. Negrão et al.   ANNALS OF BOTANY

Crop Diversity: An Unexploited Treasure Trove for Food Security

(2016) Festo Massawe et al.   TRENDS IN PLANT SCIENCE

High-Throughput Non-destructive Phenotyping of Traits that Contribute to Salinity Tolerance in Arabidopsis thaliana

(2016) Mariam Awlia et al.   Frontiers in Plant Science

Assessment of RapidEye vegetation indices for estimation of leaf area index and biomass in corn and soybean crops

(2015) Angela Kross et al.   International Journal of Applied Earth Observation and Geoinformation

Estimation and Validation of RapidEye-Based Time-Series of Leaf Area Index for Winter Wheat in the Rur Catchment (Germany)

(2015) Muhammad Ali et al.   Remote Sensing

Breeding quinoa (Chenopodium quinoa Willd.): potential and perspectives

(2014) Andrés Zurita-Silva et al.   MOLECULAR BREEDING

A red-edge spectral index for remote sensing estimation of green LAI over agroecosystems

(2013) J. Delegido et al.   EUROPEAN JOURNAL OF AGRONOMY

RED EDGE AS A POTENTIAL INDEX FOR DETECTING DIFFERENCES IN PLANT NITROGEN STATUS IN WINTER WHEAT

(2012) Yumiko Kanke et al.   JOURNAL OF PLANT NUTRITION

Mapping radiation interception in row-structured orchards using 3D simulation and high-resolution airborne imagery acquired from a UAV

(2012) M. L. Guillen-Climent et al.   PRECISION AGRICULTURE

Genotypic Variation of Gas Exchange Parameters and Leaf Stable Carbon and Nitrogen Isotopes in Ten Quinoa Cultivars Grown under Drought

(2010) J. A. González et al.   JOURNAL OF AGRONOMY AND CROP SCIENCE

Ionic and osmotic relations in quinoa (Chenopodium quinoa Willd.) plants grown at various salinity levels

(2010) Y. Hariadi et al.   JOURNAL OF EXPERIMENTAL BOTANY

Nutrition facts and functional potential of quinoa (Chenopodium quinoa willd.), an ancient Andean grain: a review

(2010) Antonio Vega-Gálvez et al.   JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE

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

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

Calibration and validation of hyperspectral indices for the estimation of broadleaved forest leaf chlorophyll content, leaf mass per area, leaf area index and leaf canopy biomass

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