Seed-per-pod estimation for plant breeding using deep learning

[Display omitted] •Deep learning method for estimating the number of seeds into soybean pods.•The deep learning approach has improved generalization capability.•Apart from network depth, other hyperparameters selection is not critical.•Responses of the network were interpreted with a simple visualiz...

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Bibliographic Details
Published in:	Computers and electronics in agriculture Vol. 150; pp. 196 - 204
Main Authors:	Uzal, L.C., Grinblat, G.L., Namías, R., Larese, M.G., Bianchi, J.S., Morandi, E.N., Granitto, P.M.
Format:	Journal Article
Language:	English
Published:	Amsterdam Elsevier B.V 01-07-2018 Elsevier BV
Subjects:	Accuracy Artificial neural networks Computer vision Deep learning Estimates Feature extraction Flowers & plants Genotype & phenotype Machine vision Neural networks Plant breeding programs Plant phenotyping Plant reproduction Seeds Soybean Soybeans Support vector machines Deep learning Plant breeding programs Plant phenotyping Soybean Machine vision
Online Access:	Get full text
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