Integrating spectral and morphological plant features with decision-tree models for early-season cotton biomass and nitrogen status estimation from multi-year UAV data

arXiv:2608.07801 · eess.IV, cs.LG · Submitted 2026-08-14 · Read on arXiv

Vaishali Swaminathan, Nithya Rajan, J Alex Thomasson, Amrit Shrestha, Karem Meza Capcha, Robert Hardin, Pramod Pokhrel

eess.IV, cs.LG

Submitted: 2026-08-14

Updated: 2026-08-18

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Calibration — 12× in this paper · explained in 9 episodes
Accuracy — 11× in this paper · explained in 1 episode
Feature Selection — 5× in this paper · explained in 4 episodes
Feature Importance — 4× in this paper · explained in 2 episodes
Generalizability — 4× in this paper · explained in 6 episodes
Sufficiency — 4× in this paper · explained in 2 episodes
F1 Score — 3× in this paper · explained in 4 episodes
Feature Extraction — 3× in this paper · explained in 3 episodes
Parsimony — 2× in this paper · explained in 2 episodes
Point Clouds — 2× in this paper · explained in 2 episodes
Spectral Signature — 2× in this paper · explained in 2 episodes
3D Reconstruction — 1× in this paper · explained in 1 episode
Class Imbalance — 1× in this paper · explained in 3 episodes
Clustering — 1× in this paper · explained in 2 episodes
Ensemble Learning — 1× in this paper · explained in 2 episodes
False Negatives — 1× in this paper · explained in 2 episodes
Hyperparameters — 1× in this paper · explained in 2 episodes
Localization — 1× in this paper · explained in 2 episodes
Overfitting — 1× in this paper · explained in 2 episodes
Principal Component Analysis (PCA) — 1× in this paper · explained in 8 episodes
Pruning — 1× in this paper · explained in 4 episodes
SHAP Values — 1× in this paper · explained in 4 episodes
Transferability — 1× in this paper · explained in 5 episodes

Related papers