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Machine Learning for High-Throughput Stress Phenotyping in Plants.
Singh A, Ganapathysubramanian B, Singh AK, Sarkar S. Singh A, et al. Among authors: singh ak. Trends Plant Sci. 2016 Feb;21(2):110-124. doi: 10.1016/j.tplants.2015.10.015. Epub 2015 Dec 1. Trends Plant Sci. 2016. PMID: 26651918 Free article. Review.
Deploying Fourier Coefficients to Unravel Soybean Canopy Diversity.
Jubery TZ, Shook J, Parmley K, Zhang J, Naik HS, Higgins R, Sarkar S, Singh A, Singh AK, Ganapathysubramanian B. Jubery TZ, et al. Among authors: singh ak, singh a. Front Plant Sci. 2017 Jan 19;7:2066. doi: 10.3389/fpls.2016.02066. eCollection 2016. Front Plant Sci. 2017. PMID: 28154570 Free PMC article.
An explainable deep machine vision framework for plant stress phenotyping.
Ghosal S, Blystone D, Singh AK, Ganapathysubramanian B, Singh A, Sarkar S. Ghosal S, et al. Among authors: singh ak, singh a. Proc Natl Acad Sci U S A. 2018 May 1;115(18):4613-4618. doi: 10.1073/pnas.1716999115. Epub 2018 Apr 16. Proc Natl Acad Sci U S A. 2018. PMID: 29666265 Free PMC article.
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