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

Automatic organ-level point cloud segmentation of maize shoots by integrating high-throughput data acquisition and deep learning

(2022) Yinglun Li et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Crop height estimation based on UAV images: Methods, errors, and strategies

(2021) Tianjin Xie et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Greenhouse-based vegetable high-throughput phenotyping platform and trait evaluation for large-scale lettuces

(2021) Jianjun Du et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Direct and accurate feature extraction from 3D point clouds of plants using RANSAC

(2021) Morteza Ghahremani et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Automatic stem-leaf segmentation of maize shoots using three-dimensional point cloud

(2021) Teng Miao et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Application of high-throughput plant phenotyping for assessing biophysical traits and drought response in two oak species under controlled environment

(2020) Anastasios Mazis et al.   FOREST ECOLOGY AND MANAGEMENT

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

(2020) Riccardo Rossi et al.   SENSORS

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

(2020) Zishang Yang et al.   SENSORS

Challenges and Opportunities in Machine-Augmented Plant Stress Phenotyping

(2020) Arti Singh et al.   TRENDS IN PLANT SCIENCE

Difference Between Day and Night Temperatures Affects Stem Elongation in Tomato (Solanum lycopersicum) Seedlings via Regulation of Gibberellin and Auxin Synthesis

(2020) Kinuka Ohtaka et al.   Frontiers in Plant Science

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

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

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

Using Plant Phenomics to Exploit the Gains of Genomics

(2019) Aditya Pratap et al.   Agronomy-Basel

A simple model simulating development and growth of an olive grove

(2019) M. Moriondo et al.   EUROPEAN JOURNAL OF AGRONOMY

Clothing the Emperor: Dynamic Root–Shoot Allocation Trajectories in Relation to Whole-Plant Growth Rate and in Response to Temperature

(2019) David Robinson et al.   Plants-Basel

Drought Stress Affects the Response of Italian Local Tomato (Solanum lycopersicum L.) Varieties in a Genotype-Dependent Manner

(2019) Veronica Conti et al.   Plants-Basel

Effects of Drought Stress on Photosynthetic and Physiological Parameters of Tomato

(2019) Guoting Liang et al.   JOURNAL OF THE AMERICAN SOCIETY FOR HORTICULTURAL SCIENCE

A dataset of leaf inclination angles for temperate and boreal broadleaf woody species

(2018) Francesco Chianucci et al.   ANNALS OF FOREST SCIENCE

Land-based crop phenotyping by image analysis: Accurate estimation of canopy height distributions using stereo images

(2018) Jinhai Cai et al.   PLoS One

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

Stem-Leaf Segmentation and Phenotypic Trait Extraction of Individual Maize Using Terrestrial LiDAR Data

(2018) Shichao Jin et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Tensor-based classification and segmentation of three-dimensional point clouds for organ-level plant phenotyping and growth analysis

(2018) Bashar Elnashef et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Automatic Leaf Segmentation for Estimating Leaf Area and Leaf Inclination Angle in 3D Plant Images

(2018) Kenta Itakura et al.   SENSORS

High-Throughput Phenotyping of Plant Height: Comparing Unmanned Aerial Vehicles and Ground LiDAR Estimates

(2017) Simon Madec et al.   Frontiers in Plant Science

Use of digital images to disclose canopy architecture in olive tree

(2016) M. Moriondo et al.   SCIENTIA HORTICULTURAE

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

(2015) Mirwaes Wahabzada et al.   BMC BIOINFORMATICS

Modelling olive trees and grapevines in a changing climate

(2015) Marco Moriondo et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Validation of plant part measurements using a 3D reconstruction method suitable for high-throughput seedling phenotyping

(2015) Franck Golbach et al.   MACHINE VISION AND APPLICATIONS

A Versatile Phenotyping System and Analytics Platform Reveals Diverse Temporal Responses to Water Availability in Setaria

(2015) Noah Fahlgren et al.   Molecular Plant

Automated phenotyping of plant shoots using imaging methods for analysis of plant stress responses – a review

(2015) Jan F Humplík et al.   Plant Methods

Automatic morphological trait characterization for corn plants via 3D holographic reconstruction

(2014) Supawadee Chaivivatrakul et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Quantification of the effects of architectural traits on dry mass production and light interception of tomato canopy under different temperature regimes using a dynamic functional–structural plant model

(2014) Tsu-Wei Chen et al.   JOURNAL OF EXPERIMENTAL BOTANY

Response of plants to water stress

(2014) Yuriko Osakabe et al.   Frontiers in Plant Science

Photographic measurement of leaf angles in field crops

(2013) Xiaochen Zou et al.   AGRICULTURAL AND FOREST METEOROLOGY

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

(2013) Stefan Paulus et al.   BMC BIOINFORMATICS

Sensitivity of Two Quinoa (ChenopodiumquinoaWilld.) Varieties to Progressive Drought Stress

(2013) Y. Sun et al.   JOURNAL OF AGRONOMY AND CROP SCIENCE

A novel mesh processing based technique for 3D plant analysis

(2012) Anthony Paproki et al.   BMC PLANT BIOLOGY

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