E3S Web of Conferences (Jan 2021)

Neural network for identifying apple fruits on the crown of a tree

  • Smirnov Igor,
  • Kutyrev Alexey,
  • Kiktev Nikolay

DOI
https://doi.org/10.1051/e3sconf/202127001021
Journal volume & issue
Vol. 270
p. 01021

Abstract

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To identify the fruits on the crowns of trees and count their number, a software and hardware complex (PAC) based on a technical vision system and a recurrent neural network of deep learning has been developed. The created neural network and class allocation algorithms allow the software and hardware complex to function stably in the conditions of industrial horticultural plantings, regardless of the size and interference of foliage, to determine the color of the fruit surface, to identify the presence of diseases and defects of fruits. The developed package provides digital monitoring of both photographic materials and video streams in online mode.