Application of artificial intelligence in phenomics

S Nabwire, HK Suh, MS Kim, I Baek, BK Cho - Sensors, 2021 - mdpi.com
Plant phenomics has been rapidly advancing over the past few years. This advancement is
attributed to the increased innovation and availability of new technologies which can enable …

How to make sense of 3D representations for plant phenotyping: a compendium of processing and analysis techniques

N Harandi, B Vandenberghe, J Vankerschaver… - Plant Methods, 2023 - Springer
Computer vision technology is moving more and more towards a three-dimensional
approach, and plant phenotyping is following this trend. However, despite its potential, the …

Comparing RGB-D sensors for close range outdoor agricultural phenotyping

A Vit, G Shani - Sensors, 2018 - mdpi.com
Phenotyping is the task of measuring plant attributes for analyzing the current state of the
plant. In agriculture, phenotyping can be used to make decisions concerning the …

[HTML][HTML] MVS-Pheno: a portable and low-cost phenotyping platform for maize shoots using multiview stereo 3D reconstruction

S Wu, W Wen, Y Wang, J Fan, C Wang, W Gou… - Plant …, 2020 - spj.science.org
Plant phenotyping technologies play important roles in plant research and agriculture.
Detailed phenotypes of individual plants can guide the optimization of shoot architecture for …

Image-based dynamic quantification and high-accuracy 3D evaluation of canopy structure of plant populations

F Hui, J Zhu, P Hu, L Meng, B Zhu, Y Guo, B Li… - Annals of …, 2018 - academic.oup.com
Abstract Background and Aims Global agriculture is facing the challenge of a phenotyping
bottleneck due to large-scale screening/breeding experiments with improved breeds …

A miniaturized phenotyping platform for individual plants using multi-view stereo 3D reconstruction

S Wu, W Wen, W Gou, X Lu, W Zhang… - Frontiers in plant …, 2022 - frontiersin.org
Plant phenotyping is essential in plant breeding and management. High-throughput data
acquisition and automatic phenotypes extraction are common concerns in plant …

ROSE-X: an annotated data set for evaluation of 3D plant organ segmentation methods

H Dutagaci, P Rasti, G Galopin, D Rousseau - Plant methods, 2020 - Springer
Background The production and availability of annotated data sets are indispensable for
training and evaluation of automatic phenotyping methods. The need for complete 3D …

[HTML][HTML] Field phenomics: will it enable crop improvement?

DM Deery, HG Jones - Plant Phenomics, 2021 - spj.science.org
Field phenomics has been identified as a promising enabling technology to assist plant
breeders with the development of improved cultivars for farmers. Yet, despite much …

Label3DMaize: toolkit for 3D point cloud data annotation of maize shoots

T Miao, W Wen, Y Li, S Wu, C Zhu, X Guo - GigaScience, 2021 - academic.oup.com
Background The 3D point cloud is the most direct and effective data form for studying plant
structure and morphology. In point cloud studies, the point cloud segmentation of individual …

Making use of 3D models for plant physiognomic analysis: A review

A Paturkar, G Sen Gupta, D Bailey - Remote Sensing, 2021 - mdpi.com
Use of 3D sensors in plant phenotyping has increased in the last few years. Various image
acquisition, 3D representations, 3D model processing and analysis techniques exist to help …