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 the researchers. However, a review of approaches, algorithms, and techniques used for 3D plant physiognomic analysis is lacking. In this paper, we investigate the techniques and algorithms used at various stages of processing and analysing 3D models of plants, and identify their current limiting factors. This review will serve potential users as well as new researchers in this field. The focus is on exploring studies monitoring the plant growth of single plants or small scale canopies as opposed to large scale monitoring in the field
Accurate high-resolution three-dimensional (3D) models are essential for a non-invasive analysis of ...
Understanding plant growth and analyzing plant interaction with the environment is an important aspe...
Synthetic modelling and reconstruction of the geometry of real plants have been a center of attentio...
Plant growth monitoring is one of the crucial steps within plant phenotyping. Traditional manual mea...
peer reviewedComputer vision technology is moving more and more towards a three-dimensional approach...
<p>In plant phenotyping, there is a demand for high-throughput, non-destructive systems that can acc...
Plant phenotyping involves the measurement, ideally objectively, of characteristics or traits. Tradi...
The last few years have seen an increasing interest in the development of high throughput phenotypin...
Geometric shoot properties of single plants and plant populations reflect the genetic variability of...
Background: In recent years, imaging based, automated, non-invasive, and non-destructive high-throug...
Sensing advances in plant phenotyping are of vital importance in basic and applied plant research. P...
Abstract-Functional-structural plant modeling and plant phenotyping require the measurement of geome...
In recent years, 3D imaging became an increasingly popular screening modality for high-throughput pl...
In recent years, 3D imaging became an increasingly popular screening modality for high-throughput pl...
Measuring geometric features in plant specimens either quantitatively or qualitatively, is crucial f...
Accurate high-resolution three-dimensional (3D) models are essential for a non-invasive analysis of ...
Understanding plant growth and analyzing plant interaction with the environment is an important aspe...
Synthetic modelling and reconstruction of the geometry of real plants have been a center of attentio...
Plant growth monitoring is one of the crucial steps within plant phenotyping. Traditional manual mea...
peer reviewedComputer vision technology is moving more and more towards a three-dimensional approach...
<p>In plant phenotyping, there is a demand for high-throughput, non-destructive systems that can acc...
Plant phenotyping involves the measurement, ideally objectively, of characteristics or traits. Tradi...
The last few years have seen an increasing interest in the development of high throughput phenotypin...
Geometric shoot properties of single plants and plant populations reflect the genetic variability of...
Background: In recent years, imaging based, automated, non-invasive, and non-destructive high-throug...
Sensing advances in plant phenotyping are of vital importance in basic and applied plant research. P...
Abstract-Functional-structural plant modeling and plant phenotyping require the measurement of geome...
In recent years, 3D imaging became an increasingly popular screening modality for high-throughput pl...
In recent years, 3D imaging became an increasingly popular screening modality for high-throughput pl...
Measuring geometric features in plant specimens either quantitatively or qualitatively, is crucial f...
Accurate high-resolution three-dimensional (3D) models are essential for a non-invasive analysis of ...
Understanding plant growth and analyzing plant interaction with the environment is an important aspe...
Synthetic modelling and reconstruction of the geometry of real plants have been a center of attentio...