High-throughput plant phenotyping
Overview
Plant phenotypes are the observable traits of a plant, like height and leaf size. High-throughput plant phenotyping (HTPP) is a burgeoning technology facilitating rapid and efficient quantification of these traits. In our research, we developed and optimized UAV-based HTPP pipelines to extract common plant phenotypes. These extracted phenotypes were further used to predict more complex plant traits like biomass and grain yield. Our findings demonstrate the reliability and efficiency of UAV-based HTPP for large-scale crop breeding field trials.
Publications
Li, J., Shi, Y., Veeranampalayam-Sivakumar, A. N., & Schachtman, D. P. (2018). Elucidating sorghum biomass, nitrogen and chlorophyll contents with spectral and morphological traits derived from unmanned aircraft system. Frontiers in plant science, 9, 398877. paper link
Li, J., Veeranampalayam-Sivakumar, A. N., Bhatta, M., Garst, N. D., Stoll, H., Stephen Baenziger, P., … & Shi, Y. (2019). Principal variable selection to explain grain yield variation in winter wheat from features extracted from UAV imagery. Plant Methods, 15, 1-13. paper link