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Client project

Mobile application with a neural network Corteva Expert

Years of work 2020 — 2021 Hours of work 1500 Industries Сельское хозяйство
Open website App Store Google Play
Mobile application with a neural network Corteva Expert

Scanner for recognition of weeds, pests and diseases of agricultural crops


Task

Train a neural network on an existing dataset assembled by Corteva employees. Create an application for the company's customers through which they will be able to recognize bugs, diseases and weeds in rapeseed, sunflower and corn fields.


Solution

We analyzed lots of existing solutions for neural networks, stopped on Turicreate (based on ResNet), and made the given dataset. Then we trained three neural networks: for bugs, weeds and pests. We developed instructions for users to create photos for recognition inside the application in order to increase the accuracy of the result.

Project technologies

Languages

  • PHP
  • Python
  • JavaScript
  • Kotlin
  • Swift

Frameworks

  • Symfony
  • RxSwift
  • Vue

Project team

Менеджер

  • Александра Г.

IOS

  • Ардашес Х.

Android

  • Николай С.

Backend

  • Иван Ш.

Frontend

  • Евгения Ш.

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