Flowers, leaves or both? How to obtain suitable images for automated plant identification

Abstract Background Deep learning algorithms for automated plant identification need large quantities of precisely labelled images in order to produce reliable classification results. Here, we explore what kind of perspectives and their combinations contain more characteristic information and theref...

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Hauptverfasser: Michael Rzanny, Patrick Mäder, Alice Deggelmann, Minqian Chen, Jana Wäldchen
Format: Artigo
Sprache:Inglês
Veröffentlicht: BMC 2019-07-01
Schriftenreihe:Plant Methods
Schlagworte:
Species identification
Object classification
Multi-organ plant classification
Convolutional networks
Deep learning
Plant images
Online Zugang:http://link.springer.com/article/10.1186/s13007-019-0462-4
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