Measuring crops in 3D: using geometry for plant phenotyping

An Accurate Skeleton Extraction Approach From 3D Point Clouds of Maize Plants

(2019) Sheng Wu et al.   Frontiers in Plant Science

Fast and robust feature tracking for 3D reconstruction

(2018) Mingwei Cao et al.   OPTICS AND LASER TECHNOLOGY

High-speed 3D shape measurement with structured light methods: A review

(2018) Song Zhang   OPTICS AND LASERS IN ENGINEERING

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

(2018) Suresh Thapa et al.   SENSORS

New perspectives on the ecology of tree structure and tree communities through terrestrial laser scanning

(2018) Yadvinder Malhi et al.   Interface Focus

Estimation of Vegetable Crop Parameter by Multi-temporal UAV-Borne Images

(2018) Thomas Moeckel et al.   Remote Sensing

Functional Mapping of Quantitative Trait Loci (QTLs) Associated With Plant Performance in a Wheat MAGIC Mapping Population

(2018) Anyela V. Camargo et al.   Frontiers in Plant Science

In-field High Throughput Phenotyping and Cotton Plant Growth Analysis Using LiDAR

(2018) Shangpeng Sun et al.   Frontiers in Plant Science

Terrestrial LiDAR: a three-dimensional revolution in how we look at trees

(2018) Mathias Disney   NEW PHYTOLOGIST

Approaches to three-dimensional reconstruction of plant shoot topology and geometry

(2017) Jonathon A. Gibbs et al.   FUNCTIONAL PLANT BIOLOGY

Field Scanalyzer: An automated robotic field phenotyping platform for detailed crop monitoring

(2017) Nicolas Virlet et al.   FUNCTIONAL PLANT BIOLOGY

A novel 3D imaging system for strawberry phenotyping

(2017) Joe Q. He et al.   Plant Methods

Vinobot and Vinoculer: Two Robotic Platforms for High-Throughput Field Phenotyping

(2017) Ali Shafiekhani et al.   SENSORS

Fast High Resolution Volume Carving for 3D Plant Shoot Reconstruction

(2017) Hanno Scharr et al.   Frontiers in Plant Science

An image processing and analysis tool for identifying and analysing complex plant root systems in 3D soil using non-destructive analysis: Root1

(2017) Richard J. Flavel et al.   PLoS One

Leaf density explains variation in leaf mass per area in rice between cultivars and nitrogen treatments

(2016) Dongliang Xiong et al.   ANNALS OF BOTANY

Principles of Light Field Imaging: Briefly revisiting 25 years of research

(2016) Ivo Ihrke et al.   IEEE SIGNAL PROCESSING MAGAZINE

Phenotyping wheat under salt stress conditions using a 3D laser scanner

(2016) Lancelot Maphosa et al.   ISRAEL JOURNAL OF PLANT SCIENCES

Plant Disease Detection by Imaging Sensors – Parallels and Specific Demands for Precision Agriculture and Plant Phenotyping

(2016) Anne-Katrin Mahlein   PLANT DISEASE

pheno Seeder - A Robot System for Automated Handling and Phenotyping of Individual Seeds

(2016) Siegfried Jahnke et al.   PLANT PHYSIOLOGY

A metrological characterization of the Kinect V2 time-of-flight camera

(2016) Andrea Corti et al.   ROBOTICS AND AUTONOMOUS SYSTEMS

Unmanned Aerial Vehicles for High-Throughput Phenotyping and Agronomic Research

(2016) Yeyin Shi et al.   PLoS One

Field phenotyping of grapevine growth using dense stereo reconstruction

(2015) Maria Klodt et al.   BMC BIOINFORMATICS

Automated interpretation of 3D laserscanned point clouds for plant organ segmentation

(2015) Mirwaes Wahabzada et al.   BMC BIOINFORMATICS

In-field crop row phenotyping from 3D modeling performed using Structure from Motion

(2015) Sylvain Jay et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Image Analysis: The New Bottleneck in Plant Phenotyping [Applications Corner]

(2015) Massimo Minervini et al.   IEEE SIGNAL PROCESSING MAGAZINE

Calibration of hyperspectral close-range pushbroom cameras for plant phenotyping

(2015) Jan Behmann et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

LeasyScan: a novel concept combining 3D imaging and lysimetry for high-throughput phenotyping of traits controlling plant water budget

(2015) Vincent Vadez et al.   JOURNAL OF EXPERIMENTAL BOTANY

Generation and application of hyperspectral 3D plant models: methods and challenges

(2015) Jan Behmann et al.   MACHINE VISION AND APPLICATIONS

The Impact of different Leaf Surface Tissues on active 3D Laser Triangulation Measurements

(2015) Jan Dupuis et al.   Photogrammetrie Fernerkundung Geoinformation

Structured Light-Based 3D Reconstruction System for Plants

(2015) Thuy Nguyen et al.   SENSORS

3D Laser Triangulation for Plant Phenotyping in Challenging Environments

(2015) Katrine Kjaer 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

High-precision laser scanning system for capturing 3D plant architecture and analysing growth of cereal plants

(2014) Stefan Paulus et al.   BIOSYSTEMS ENGINEERING

Automated Analysis of Barley Organs Using 3D Laser Scanning: An Approach for High Throughput Phenotyping

(2014) Stefan Paulus et al.   SENSORS

A Multi-Resolution Approach for an Automated Fusion of Different Low-Cost 3D Sensors

(2014) Jan Dupuis et al.   SENSORS

Limits of Active Laser Triangulation as an Instrument for High Precision Plant Imaging

(2014) Stefan Paulus et al.   SENSORS

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

(2014) Stefan Paulus et al.   SENSORS

Optimizing illumination in the greenhouse using a 3D model of tomato and a ray tracer

(2014) Pieter H. B. de Visser et al.   Frontiers in Plant Science

Surface feature based classification of plant organs from 3D laserscanned point clouds for plant phenotyping

(2013) Stefan Paulus et al.   BMC BIOINFORMATICS

Image-based plant phenotyping with incremental learning and active contours

(2013) Massimo Minervini et al.   Ecological Informatics

A novel mesh processing based technique for 3D plant analysis

(2012) Anthony Paproki et al.   BMC PLANT BIOLOGY

SPICY: towards automated phenotyping of large pepper plants in the greenhouse

(2012) Gerie van der Heijden et al.   FUNCTIONAL PLANT BIOLOGY

Measuring the diurnal pattern of leaf hyponasty and growth in Arabidopsis - a novel phenotyping approach using laser scanning

(2012) Tino Dornbusch et al.   FUNCTIONAL PLANT BIOLOGY

LIBSVM

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

Three-Dimensional Root Phenotyping with a Novel Imaging and Software Platform

(2011) R. T. Clark et al.   PLANT PHYSIOLOGY

Effect of 24-epibrassinolide on growth, yield, antioxidant system and cadmium content of bean (Phaseolus vulgaris L.) plants under salinity and cadmium stress

(2011) Mostafa M. Rady   SCIENTIA HORTICULTURAE

Innovative LIDAR 3D Dynamic Measurement System to Estimate Fruit-Tree Leaf Area

(2011) Ricardo Sanz-Cortiella et al.   SENSORS

Phenomics – technologies to relieve the phenotyping bottleneck

(2011) Robert T. Furbank et al.   TRENDS IN PLANT SCIENCE

Structured-light 3D surface imaging: a tutorial

(2011) Jason Geng   Advances in Optics and Photonics

Three-dimensional digital model of a maize plant

(2010) Renato Prata de Moraes Frasson et al.   AGRICULTURAL AND FOREST METEOROLOGY

Early detection and classification of plant diseases with Support Vector Machines based on hyperspectral reflectance

(2010) T. Rumpf et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Super-Resolution Imaging of Plasmodesmata Using Three-Dimensional Structured Illumination Microscopy

(2010) J. Fitzgibbon et al.   PLANT PHYSIOLOGY

Thermal infrared imaging of crop canopies for the remote diagnosis and quantification of plant responses to water stress in the field

(2009) Hamlyn G. Jones et al.   FUNCTIONAL PLANT BIOLOGY

Image-based 3D corn reconstruction for retrieval of geometrical structural parameters

(2009) Haoxing Wang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Functional–structural plant modelling: a new versatile tool in crop science

(2009) J. Vos et al.   JOURNAL OF EXPERIMENTAL BOTANY

Combined MRI-PET dissects dynamic changes in plant structures and functions

(2009) Siegfried Jahnke et al.   PLANT JOURNAL

Interferometric fluorescent super-resolution microscopy resolves 3D cellular ultrastructure

(2009) G. Shtengel et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Use of Terrestrial Laser Scanning Technology for Long Term High Precision Deformation Monitoring

(2009) Rok Vezočnik et al.   SENSORS

Retrieving Leaf Area Index (LAI) Using Remote Sensing: Theories, Methods and Sensors

(2009) Guang Zheng et al.   SENSORS

LAMINA: a tool for rapid quantification of leaf size and shape parameters

(2008) Max Bylesjö et al.   BMC PLANT BIOLOGY