Article
Deep machine learning provides state-of-the-art performance in image-based plant phenotyping.
GigaScience - 1 Oct 2017
Pound Michael P, Atkinson Jonathan A, Townsend Alexandra J, Wilson Michael H, Griffiths Marcus, Jackson Aaron S, Bulat Adrian, Tzimiropoulos Georgios, Wells Darren M, Murchie Erik H, Pridmore Tony P, French Andrew P
Abstract excerpt
In plant phenotyping, it has become important to be able to measure many features on large image sets in order to aid genetic discovery. The size of the datasets, now often captured robotically, often precludes manual inspection, hence the motivation for finding a fully automated approach. Deep learning is an emerging field that promises unparalleled results on many data analysis problems. Building on artificial...
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