Claim · model-written summary
Resolution effects on performance and transferability decreased as irrigated plant wetness increased.
- Taxon
- Winter Wheat
Triticum aestivumt0 - Treatment
- irrigation treatmente0
- Outcome
- effects of image spatial resolution on model performance and transferabilitye0
- Direction
- decreasee0
Not reportedMaterialGeneCompoundOrgan / stageInteractorInteractor roleSecond interactorSecond interactor roleComparatorSettingValueQualifier
Organisms pictured · Representative pictures of the matched species, not figures from the paper.
Verbatim
e0“the effects of image spatial resolution on model performance and transferability decrease with increasing plant wetness under irrigation treatment”
t0“Winter Wheat”
Title
Yan Guo; Jia He; Jingyi Huang; et al. Drones 2022. doi:10.3390/drones6100299
Other claims from this paper (18)
- Method / resource At 0.01 m resolution, nitrogen prediction R2 was 0.84.
- Method / resource At 0.01 m resolution, RMSE was 4.57 g m−2.
- Method / resource At 0.01 m resolution, MAE was 2.50 g m−2.
- Method / resource At 0.01 m resolution, RPD was 2.34.
- Method / resource At 0.02 m resolution, R2 was 0.86.
- Method / resource At 0.02 m resolution, RMSE was 4.15 g m−2.
- Method / resource At 0.02 m resolution, MAE was 2.82 g m−2.
- Method / resource At 0.02 m resolution, RPD was 2.65.
- Method / resource At 0.05 m resolution, R2 was 0.92.
- Method / resource At 0.05 m resolution, RMSE was 3.17 g m−2.
- Method / resource At 0.05 m resolution, MAE was 2.45 g m−2.
- Method / resource At 0.05 m resolution, RPD was 2.86.
- Method / resource Upscaling the 0.01 m model to 0.02 m images gave R2 0.84.
- Method / resource Upscaling the 0.01 m model to 0.05 m images gave R2 0.89.
- Method / resource Downscaling the 0.05 m model to 0.01 m images gave R2 0.86.
- Method / resource Downscaling the 0.05 m model to 0.02 m images gave R2 0.83.
- Method / resource Spatial resolution affected texture features more than spectral features.
- Method / resource All tested resolutions achieved good winter wheat nitrogen prediction and transferability.