A comparison of high-throughput imaging methods for quantifying plant growth traits and estimating above-ground biomass accumulation

Implementation of an algorithm for automated phenotyping through plant 3D-modeling: A practical application on the early detection of water stress

(2022) Riccardo Rossi et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Comparison of Modelling Strategies to Estimate Phenotypic Values from an Unmanned Aerial Vehicle with Spectral and Temporal Vegetation Indexes

(2021) Pengcheng Hu et al.   Remote Sensing

Image-Based Dynamic Quantification of Aboveground Structure of Sugar Beet in Field

(2020) Shunfu Xiao et al.   Remote Sensing

Imaging Wheat Canopy Through Stereo Vision: Overcoming the Challenges of the Laboratory to Field Transition for Morphological Features Extraction

(2020) Sébastien Dandrifosse et al.   Frontiers in Plant Science

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

High-throughput phenotyping platform for analyzing drought tolerance in rice

(2020) Song Lim Kim et al.   PLANTA

Performances Evaluation of a Low-Cost Platform for High-Resolution Plant Phenotyping

(2020) Riccardo Rossi et al.   SENSORS

Allometric Equations for Predicting Agave lechuguilla Torr. Aboveground Biomass in Mexico

(2020) Cristóbal de J. Flores-Hernández et al.   Forests

Monitoring the Growth and Yield of Fruit Vegetables in a Greenhouse Using a Three-Dimensional Scanner

(2020) Yuta Ohashi et al.   SENSORS

Deep Learning Applied to Phenotyping of Biomass in Forages with UAV-Based RGB Imagery

(2020) Wellington Castro et al.   SENSORS

A Low-Cost 3D Phenotype Measurement Method of Leafy Vegetables Using Video Recordings from Smartphones

(2020) Zishang Yang et al.   SENSORS

Lidar sheds new light on plant phenomics for plant breeding and management: Recent advances and future prospects

(2020) Shichao Jin et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Leveraging Image Analysis to Compute 3D Plant Phenotypes Based on Voxel-Grid Plant Reconstruction

(2020) Sruti Das Choudhury et al.   Frontiers in Plant Science

High-resolution imagery acquired from an unmanned platform to estimate biophysical and geometrical parameters of olive trees under different irrigation regimes

(2019) Giovanni Caruso et al.   PLoS One

A Concave Hull Methodology for Calculating the Crown Volume of Individual Trees Based on Vehicle-Borne LiDAR Data

(2019) Zhaojin Yan et al.   Remote Sensing

Improved estimation of aboveground biomass in wheat from RGB imagery and point cloud data acquired with a low-cost unmanned aerial vehicle system

(2019) Ning Lu et al.   Plant Methods

Leveraging Image Analysis for High-Throughput Plant Phenotyping

(2019) Sruti Das Choudhury et al.   Frontiers in Plant Science

Automated morphological traits extraction for sorghum plants via 3D point cloud data analysis

(2019) Lirong Xiang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Low-Cost Three-Dimensional Modeling of Crop Plants

(2019) Jorge Martinez-Guanter et al.   SENSORS

Defining a spectrum of integrative trait‐based vegetation canopy structural types

(2019) Robert T. Fahey et al.   ECOLOGY LETTERS

Measuring crops in 3D: using geometry for plant phenotyping

(2019) Stefan Paulus   Plant Methods

Drought phenotyping in Vitis vinifera using RGB and NIR imaging

(2019) Nunzio Briglia et al.   SCIENTIA HORTICULTURAE

Using Sensors and Unmanned Aircraft Systems for High-Throughput Phenotyping of Biomass in Perennial Ryegrass Breeding Trials

(2019) Junping Wang et al.   Frontiers in Plant Science

Combining Crop Growth Modeling and Statistical Genetic Modeling to Evaluate Phenotyping Strategies

(2019) Daniela Bustos-Korts et al.   Frontiers in Plant Science

Biomass and Crop Height Estimation of Different Crops Using UAV-Based Lidar

(2019) Jelle ten Harkel et al.   Remote Sensing

Three-Dimensional Modeling of Weed Plants Using Low-Cost Photogrammetry

(2018) Dionisio Andújar et al.   SENSORS

A Novel LiDAR-Based Instrument for High-Throughput, 3D Measurement of Morphological Traits in Maize and Sorghum

(2018) Suresh Thapa et al.   SENSORS

Novel Digital Features Discriminate Between Drought Resistant and Drought Sensitive Rice Under Controlled and Field Conditions

(2018) Lingfeng Duan et al.   Frontiers in Plant Science

Quantitative Analysis of Cotton Canopy Size in Field Conditions Using a Consumer-Grade RGB-D Camera

(2018) Yu Jiang et al.   Frontiers in Plant Science

High Throughput Determination of Plant Height, Ground Cover, and Above-Ground Biomass in Wheat with LiDAR

(2018) Jose A. Jimenez-Berni et al.   Frontiers in Plant Science

Predicting plant biomass accumulation from image-derived parameters

(2018) Dijun Chen et al.   GigaScience

Application of light detection and ranging and ultrasonic sensors to high-throughput phenotyping and precision horticulture: current status and challenges

(2018) André F. Colaço et al.   Horticulture Research

Three-Dimensional Reconstruction of Soybean Canopies Using Multisource Imaging for Phenotyping Analysis

(2018) Haiou Guan et al.   Remote Sensing

Maize Plant Phenotyping: Comparing 3D Laser Scanning, Multi-View Stereo Reconstruction, and 3D Digitizing Estimates

(2018) Yongjian Wang et al.   Remote Sensing

Field-based architectural traits characterisation of maize plant using time-of-flight 3D imaging

(2018) Yin Bao et al.   BIOSYSTEMS ENGINEERING

A robot-assisted imaging pipeline for tracking the growths of maize ear and silks in a high-throughput phenotyping platform

(2017) Nicolas Brichet et al.   Plant Methods

An Automated Method for High-Throughput Screening of Arabidopsis Rosette Growth in Multi-Well Plates and Its Validation in Stress Conditions

(2017) Nuria De Diego et al.   Frontiers in Plant Science

PlantCV v2: Image analysis software for high-throughput plant phenotyping

(2017) Malia A. Gehan et al.   PeerJ

Development of alternative plant protection product application techniques in orchards, based on measurement sensing systems: A review

(2016) P. Berk et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Temporal dynamics of maize plant growth, water use, and leaf water content using automated high throughput RGB and hyperspectral imaging

(2016) Yufeng Ge et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Review of allometric equations for major land covers in SE Asia: Uncertainty and implications for above- and below-ground carbon estimates

(2016) Jia Qi Yuen et al.   FOREST ECOLOGY AND MANAGEMENT

Dynamic quantification of canopy structure to characterize early plant vigour in wheat genotypes

(2016) T. Duan et al.   JOURNAL OF EXPERIMENTAL BOTANY

Evaluation of empirical models for predicting monthly mean horizontal diffuse solar radiation

(2016) Milan Despotovic et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Use of digital images to disclose canopy architecture in olive tree

(2016) M. Moriondo et al.   SCIENTIA HORTICULTURAE

Non-destructive Phenotypic Analysis of Early Stage Tree Seedling Growth Using an Automated Stereovision Imaging Method

(2016) Antonio Montagnoli et al.   Frontiers in Plant Science

Quantitative monitoring of Arabidopsis thaliana growth and development using high-throughput plant phenotyping

(2016) Daniel Arend et al.   Scientific Data

Assessing Allometric Models to Predict Vegetative Growth of Yams in Different Environments

(2015) Denis Cornet et al.   AGRONOMY JOURNAL

Structured Light-Based 3D Reconstruction System for Plants

(2015) Thuy Nguyen et al.   SENSORS

Accuracy Analysis of a Multi-View Stereo Approach for Phenotyping of Tomato Plants at the Organ Level

(2015) Johann Rose et al.   SENSORS

A simple calibration procedure for structured light system

(2014) Huafen Luo et al.   OPTICS AND LASERS IN ENGINEERING

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

Physiological responses to Megafol® treatments in tomato plants under drought stress: A phenomic and molecular approach

(2014) Angelo Petrozza et al.   SCIENTIA HORTICULTURAE

Low-Cost 3D Systems: Suitable Tools for Plant Phenotyping

(2014) Stefan Paulus et al.   SENSORS

Combining high-throughput phenotyping and genome-wide association studies to reveal natural genetic variation in rice

(2014) Wanneng Yang et al.   Nature Communications

Estimating Biomass of Barley Using Crop Surface Models (CSMs) Derived from UAV-Based RGB Imaging

(2014) Juliane Bendig et al.   Remote Sensing

Estimating plant growth parameters using an energy minimization-based stereovision model

(2013) Ran Nisim Lati et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Three-dimensional image-based modelling of linear features for plant biomass estimation

(2013) Ran Nisim Lati et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Precision phenotyping of biomass accumulation in triticale reveals temporal genetic patterns of regulation

(2013) Lucas Busemeyer et al.   Scientific Reports

The Kinect: a low-cost, high-resolution, short-range 3D camera

(2012) Kenneth David Mankoff et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Accuracy and Resolution of Kinect Depth Data for Indoor Mapping Applications

(2012) Kourosh Khoshelham et al.   SENSORS

High-throughput non-destructive biomass determination during early plant development in maize under field conditions

(2011) J.M. Montes et al.   FIELD CROPS RESEARCH

A growth phenotyping pipeline for Arabidopsis thaliana integrating image analysis and rosette area modeling for robust quantification of genotype effects

(2011) Samuel Arvidsson et al.   NEW PHYTOLOGIST

Accurate inference of shoot biomass from high-throughput images of cereal plants

(2011) Mahmood R Golzarian et al.   Plant Methods

Structured-light 3D surface imaging: a tutorial

(2011) Jason Geng   Advances in Optics and Photonics