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2022

Xu, Rui; Li, Changying

A review of field-based high-throughput phenotyping systems: focusing on ground robots Journal Article

In: Plant Phenomics, vol. 2022, no. Article ID 9760269, pp. 20, 2022.

Links | BibTeX | Tags: agricultural robot, High-throughput phenotyping, phenotyping robot, review, robotics

Rodriguez-Sanchez, Javier; Li, Changying; Paterson, Andrew

Cotton yield estimation from aerial imagery using machine learning approaches Journal Article

In: Frontiers in Plant Science, vol. 13, 2022.

Links | BibTeX | Tags: High-throughput phenotyping, machine learning

Petti, Daniel; Li, Changying

Weakly-supervised learning to automatically count cotton flowers from aerial imagery Journal Article

In: Computers and Electronics in Agriculture, vol. 194, pp. 106734, 2022, ISSN: 0168-1699.

Abstract | Links | BibTeX | Tags: Active learning, deep learning, High-throughput phenotyping, machine learning, Multiple-instance learning, Object counting

Xu, Rui; Li, Changying

A modular agricultural robotic system (MARS) for precision farming: Concept and implementation Journal Article

In: Journal of Field Robotics, vol. 39, no. 4, pp. 387-409, 2022.

Abstract | Links | BibTeX | Tags: agricultural robot, High-throughput phenotyping, phenotyping robot

2021

Sun, Shangpeng; Li, Changying; Chee, Peng W.; Paterson, Andrew H.; Meng, Cheng; Zhang, Jingyi; Ma, Ping; Robertson, Jon S.; Adhikari, Jeevan

High resolution 3D terrestrial LiDAR for cotton plant main stalk and node detection Journal Article

In: Computers and Electronics in Agriculture, vol. 187, pp. 106276, 2021, ISSN: 0168-1699.

Abstract | Links | BibTeX | Tags: High-throughput phenotyping, LiDAR

Xu, Rui; Li, Changying; Bernardes, Sergio

Development and Testing of a UAV-Based Multi-Sensor System for Plant Phenotyping and Precision Agriculture Journal Article

In: Remote Sensing, vol. 13, no. 17, 2021, ISSN: 2072-4292.

Abstract | Links | BibTeX | Tags: agricultural robot, High-throughput phenotyping, robotics

2018

Sun, S.; Li, C.; Paterson, A. H.; Jiang, Y.; Xu, R.; Roberson, J.; Snider, J.; Chee, P.

In-field high throughput phenotyping and cotton plant growth analysis using LiDAR Journal Article

In: Frontiers in Plant Sciences, 9, 16, 2018.

Abstract | Links | BibTeX | Tags: High-throughput phenotyping

2017

Xu, R.; Li, C.; Paterson, A. H.; Jiang, Y.; Sun, S.; Roberson, J.

Aerial Images and Convolutional Neural Network for Cotton Bloom Detection Journal Article

In: Frontiers in Plant Sciences, 8, 2235, 2017.

Abstract | Links | BibTeX | Tags: deep learning, High-throughput phenotyping, machine learning

Jiang, Y.; Li, C.; Paterson, A. H.; Sun, S.; Xu, R.; Roberson, J.

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

In: Frontiers in Plant Sciences, 8, 2233, 2017.

Abstract | Links | BibTeX | Tags: High-throughput phenotyping

Jiang, Y.; Li, C.; Robertson, J. S.; Sun, S.; Xu, R.; Paterson, A. H.

GPhenoVision: A Ground Mobile System with Multi-modal Imaging for Field-Based High Throughput Phenotyping of Cotton Journal Article

In: Scientific Reports, 8(1), 1213, 2017.

Abstract | Links | BibTeX | Tags: High-throughput phenotyping

Patrick, A.; Li, C.

High Throughput Phenotyping of Blueberry Bush Morphological Traits Using Unmanned Aerial Systems Journal Article

In: Remote Sensing, 9(12), 1250, 2017.

Abstract | Links | BibTeX | Tags: agricultural robot, High-throughput phenotyping, phenotyping robot, robotics

Sun, S.; Li, C.; Paterson, A. H.

In-Field High-Throughput Phenotyping of Cotton Plant Height Using LiDAR Journal Article

In: Remote Sensing, 9(4), 377, 2017.

Abstract | Links | BibTeX | Tags: High-throughput phenotyping

Patrick, A.; Pelham, S.; Culbreath, A.; Holbrook, C.; Godoy, I. J. d.; Li, C.

High Throughput Phenotyping of Tomato Spot Wilt Disease in Peanuts Using Unmanned Aerial Systems and Multispectral Imaging Journal Article

In: IEEE Instrumentation & Measurement Magazine, 20(3), 4-12, 2017.

Abstract | Links | BibTeX | Tags: agricultural robot, High-throughput phenotyping, phenotyping robot, robotics

2016

Jiang, Y.; Li, C.; Paterson, A. H.

High-throughput phenotyping of cotton plant height using depth images under field conditions Journal Article

In: Computers and Electronics in Agriculture, 130, 57-68, 2016.

Abstract | Links | BibTeX | Tags: High-throughput phenotyping