1 code implementation • 24 Jan 2023 • John Lagergren, Mirko Pavicic, Hari B. Chhetri, Larry M. York, P. Doug Hyatt, David Kainer, Erica M. Rutter, Kevin Flores, Jack Bailey-Bale, Marie Klein, Gail Taylor, Daniel Jacobson, Jared Streich
In this way, the current work is designed to provide the plant phenotyping community with (i) methods for fast and accurate image-based feature extraction that require minimal training data, and (ii) a new population-scale data set, including 68 different leaf phenotypes, for domain scientists and machine learning researchers.
no code implementations • 23 Sep 2020 • John Lagergren, Erica Rutter, Kevin Flores
In this paper we present a methodology that uses convolutional neural networks (CNNs) for segmentation by iteratively growing predicted mask regions in each coordinate direction.
1 code implementation • 13 Feb 2019 • John Lagergren, John T. Nardini, G. Michael Lavigne, Erica M. Rutter, Kevin B. Flores
We analyze the performance in utilizing previous methods to denoise data for the task of discovering the governing system of partial differential equations (PDEs).
Dynamical Systems