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The use of plant models in deep learning: an application to leaf counting in rosette plants

Deep learning presents many opportunities for image-based plant phenotyping. Here we consider the capability of deep convolutional neural networks to perform the leaf counting task. Deep learning techniques typically require large and diverse datasets to learn generalizable models without providing...

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Vydáno v:Plant Methods
Hlavní autoři: Ubbens, Jordan, Cieslak, Mikolaj, Prusinkiewicz, Przemyslaw, Stavness, Ian
Médium: Artigo
Jazyk:Inglês
Vydáno: BioMed Central 2018
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC5773030/
https://ncbi.nlm.nih.gov/pubmed/29375647
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s13007-018-0273-z
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