[HTML][HTML] Large-Scale and High-Accuracy Phenotyping of Populus simonii Leaves Using the Colony Counter and OpenCV

S Zhu, H Zhang, S Chen, L Zhang, M Huang - Forests, 2023 - mdpi.com
Image-based morphometric technology is broadly applicable to generate large-scale
phenomic datasets in ecological, genetic and morphological studies. However, little is …

[HTML][HTML] AutoRoot: open-source software employing a novel image analysis approach to support fully-automated plant phenotyping

MP Pound, S Fozard, M Torres Torres, BG Forde… - Plant methods, 2017 - Springer
Background Computer-based phenotyping of plants has risen in importance in recent years.
Whilst much software has been written to aid phenotyping using image analysis, to date the …

Multiple Leaf Sample Extraction System (MuLES): A tool to improve automated morphometric leaf studies

CS Bowman, R Traband, X Wang… - Applications in Plant …, 2023 - Wiley Online Library
Premise The measurement of leaf morphometric parameters from digital images can be time‐
consuming or restrictive when using digital image analysis softwares. The Multiple Leaf …

FAMeLeS: A multispecies and fully automated method to measure morphological leaf traits

N Montès, L Tosini, I Laffont‐Schwob… - Methods in Ecology …, 2024 - Wiley Online Library
Leaf shape parameters are of key importance to explain the role of energy balance and
water economy in plant species distribution, plant productivity and, more generally, in plant …

[HTML][HTML] An automated, high-throughput plant phenotyping system using machine learning-based plant segmentation and image analysis

U Lee, S Chang, GA Putra, H Kim, DH Kim - PloS one, 2018 - journals.plos.org
A high-throughput plant phenotyping system automatically observes and grows many plant
samples. Many plant sample images are acquired by the system to determine the …

Bioinformatic and biometric methods in plant morphology

SW Punyasena, SY Smith - Applications in plant sciences, 2014 - Wiley Online Library
Recent advances in microscopy, imaging, and data analyses have permitted both the
greater application of quantitative methods and the collection of large data sets that can be …

[HTML][HTML] MowJoe: a method for automated-high throughput dissected leaf phenotyping

H Failmezger, J Lempe, N Khadem, M Cartolano… - Plant methods, 2018 - Springer
Background Accurate and automated phenotyping of leaf images is necessary for high
throughput studies of leaf form like genome-wide association analysis and other forms of …

[HTML][HTML] Image-based plant phenotyping with incremental learning and active contours

M Minervini, MM Abdelsamea, SA Tsaftaris - Ecological Informatics, 2014 - Elsevier
Plant phenotyping investigates how a plant's genome, interacting with the environment,
affects the observable traits of a plant (phenome). It is becoming increasingly important in …

Comprehensive methods for leaf geometric morphometric analyses

LL Klein, HT Svoboda - Bio-protocol, 2017 - bio-protocol.org
Leaf morphometrics are used frequently by several disciplines, including taxonomists,
systematists, developmental biologists, morphologists, agronomists, and plant breeders to …

[HTML][HTML] PlantCV v2: Image analysis software for high-throughput plant phenotyping

MA Gehan, N Fahlgren, A Abbasi, JC Berry, ST Callen… - PeerJ, 2017 - peerj.com
Systems for collecting image data in conjunction with computer vision techniques are a
powerful tool for increasing the temporal resolution at which plant phenotypes can be …