Machine learning-enabled computer vision for plant phenoty**: a primer on AI/ML and a case study on stomatal patterning

GD Tan, U Chaudhuri, S Varela, N Ahuja… - Journal of …, 2024‏ - academic.oup.com
Artificial intelligence and machine learning (AI/ML) can be used to automatically analyze
large image datasets. One valuable application of this approach is estimation of plant trait …

Cotton breeding in Australia: meeting the challenges of the 21st century

WC Conaty, KJ Broughton, LM Egan, X Li, Z Li… - Frontiers in plant …, 2022‏ - frontiersin.org
The Commonwealth Scientific and Industrial Research Organisation (CSIRO) cotton
breeding program is the sole breeding effort for cotton in Australia, develo** high …

Machine learning-enabled phenoty** for GWAS and TWAS of WUE traits in 869 field-grown sorghum accessions

JN Ferguson, SB Fernandes, B Monier… - Plant …, 2021‏ - academic.oup.com
Sorghum (Sorghum bicolor) is a model C4 crop made experimentally tractable by extensive
genomic and genetic resources. Biomass sorghum is studied as a feedstock for biofuel and …

Automated plant species identification from the stomata images using deep neural network: A study of selected mangrove and freshwater swamp forest tree species of …

B Dey, R Ahmed, J Ferdous, MMU Haque, R Khatun… - Ecological …, 2023‏ - Elsevier
Stomatal traits of leaves are critical for regulating the exchange of gases between plant
tissues and the atmosphere, and thus play a crucial role in the physiological activities of …

Optical topometry and machine learning to rapidly phenotype stomatal patterning traits for maize QTL map**

J ** and deep learning concur on genetic control of stomatal density and area in sorghum
R Bheemanahalli, C Wang, E Bashir… - Plant …, 2021‏ - academic.oup.com
Stomatal density (SD) and stomatal complex area (SCA) are important traits that regulate
gas exchange and abiotic stress response in plants. Despite sorghum (Sorghum bicolor) …

Co** with extremes: Responses of Quercus robur L. and Fagus sylvatica L. to soil drought and elevated vapour pressure deficit

M Niemczyk, P Wrzesiński, I Szyp-Borowska… - Science of The Total …, 2024‏ - Elsevier
Climate change, particularly droughts and heat waves, significantly impacts global
photosynthesis and forest ecosystem sustainability. To understand how trees respond to and …