Claim · model-written summary
VisLAI attained R2 0.84 at big trumpet.
Zea maysNot reportedMaterialGeneCompoundInteractorInteractor roleSecond interactorSecond interactor roleTreatmentComparatorSettingDirectionQualifier
Organisms pictured · Representative pictures of the matched species, not figures from the paper.
Verbatim
t0“Maize”
e0“The proposed LAI estimation model, named VisLAI, based solely on visible light imagery, demonstrated high accuracy, with R2 values of 0.84, 0.75, and 0.50, and RMSE values of 0.24, 0.35, and 0.44 across the big trumpet, tasseling–silking, and grain filling stages, respectively.”
Title
Maize Leaf Area Index Estimation Based on Machine Learning Algorithm and Computer Vision
Wanna Fu; Zhen Chen; Qian Cheng; et al. Agriculture 2025. doi:10.3390/agriculture15121272
Other claims from this paper (18)
- Method / resource VisLAI attained RMSE 0.24 at big trumpet.
- Method / resource VisLAI attained R2 0.75 at tasseling–silking.
- Method / resource VisLAI attained RMSE 0.35 at tasseling–silking.
- Method / resource VisLAI attained R2 0.50 at grain filling.
- Method / resource VisLAI attained RMSE 0.44 at grain filling.
- Method / resource HSV-optimized VisLAI attained R2 0.92 at big trumpet.
- Method / resource HSV-optimized VisLAI attained RMSE 0.19 at big trumpet.
- Method / resource HSV-optimized VisLAI attained R2 0.90 at tasseling–silking.
- Method / resource HSV-optimized VisLAI attained RMSE 0.23 at tasseling–silking.
- Method / resource HSV-optimized VisLAI attained R2 0.85 at grain filling.
- Method / resource HSV-optimized VisLAI attained RMSE 0.22 at grain filling.
- Method / resource GB attained R2 0.88 at big trumpet.
- Method / resource GB attained R2 0.88 at tasseling–silking.
- Method / resource GB attained R2 0.65 at grain filling.
- Method / resource GB attained RMSE 0.22 at big trumpet.
- Method / resource GB attained RMSE 0.25 at tasseling–silking.
- Method / resource GB attained RMSE 0.34 at grain filling.
- Method / resource VisLAI outperformed all machine learning models, especially at grain filling.