Functional Soil Health

Our lab is developing rapid phenotyping methods for numerous agricultural and horticultural crops using deep learning based image segmentation and feature identification.

Grape leaves identified, counted, and quantified by deep learning.
Hops identified, counted, and quantified by deep learning.
An individual hop segmented by deep learning for color evaluation.
Walnut leaf tissues as identified by deep learning based segmentation after imaging by X-ray microCT on beamline 8.3.2 at the Advanced Light Source.

A color correction pipeline for quantitative color analysis.