2026-10-14T02:38:18Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33951331 2026-09-21T15:32:49Z category_30563 portal_1059 item_type_3 month_year_09_2026

Hyperspectral profiles of wild oat (<em>Avena fatua</em> L.) inbred lines Connor Nelle (25081786) Barbara Keith (22908770) Lucas Wright (25081789) Wyatt Medina (25081792) Justin Vetch (25081795) Timothy Seipel (25081798) William Dyer (25081801) Paul Nugent (25081804) Jennifer Lachowiec (23927328) Agricultural, veterinary and food sciences Weeds Herbicides Remote sensing Avena fatua unoccupied aerial system Hyperspectral imaging Agricultural sciences <p>This dataset consists of processed hyperspectral datacubes of inbred<em> </em>lines <em>Avena fatua</em> L. (wild oats) that varied in herbicide resistance. Hyperspectral reflectance data was collected on single leaves in the greenhouse using a moving stage and on whole plants in the field using an airborne sensor. Two separate pipelines were devised to extract and process plant spectra from the benchtop and airborne datasets respectively. Greenhouse and field data were aligned to a single reference spectra to enable comparison. Processed datacubes were used to explore the performance of machine learning models to classify lines for herbicide resistance. This dataset is a valuable resource for training models to both classify wild oat for herbicide resistance and generally distinguish weeds from background pixels.</p> 2026-08-29T00:00:00Z Dataset Dataset 10.5061/dryad.vdncjszbg https://figshare.com/articles/dataset/Hyperspectral_profiles_of_wild_oat_em_Avena_fatua_em_L_inbred_lines/33951331 CC0