title: Ð¡Ð²ÐµÑÑÐ¾ÑÐ½Ð°Ñ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð°Ñ ÑÐµÑÑ Ð´Ð»Ñ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹ Ð·ÐµÑÐµÐ½
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Convolutional neural network for grain classification
Creators: name: Ð¡ÑÐµÐ¿Ð°Ð½Ð¾Ð², ÐÐ»ÐµÐºÑÐµÐ¹
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2024
Subjects: Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ Ð·ÐµÑÐµÐ½
ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹
ÑÐ±Ð¾Ñ Ð´Ð°ÑÐ°ÑÐµÑÐ°
Python
neural networks
grain classification
image classification
dataset collection

description: Ð Ð´Ð°Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÐµ ÑÐ°ÑÑÐ¼Ð°ÑÑÐ¸Ð²Ð°ÐµÑÑÑ Ð¿ÑÐ¾Ð±Ð»ÐµÐ¼Ð° ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð·ÐµÑÐ½Ð° Ð² ÑÐµÐ»ÑÑÐºÐ¾Ð¼ ÑÐ¾Ð·ÑÐ¹ÑÑÐ²Ðµ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹. ÐÑÐ¸Ð±Ð¾Ñ "ÐÐ½Ð°Ð»Ð¸Ð·Ð°ÑÐ¾Ñ Ð¡ÐÐÐ¤ÐÐ ", Ð´Ð»Ñ ÐºÐ¾ÑÐ¾ÑÐ¾Ð³Ð¾ ÑÐ°Ð·ÑÐ°Ð±Ð°ÑÑÐ²Ð°ÑÑÑÑ Ð´Ð°Ð½Ð½ÑÐµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸, Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸Ð·Ð¸ÑÑÐµÑ Ð¿ÑÐ¾ÑÐµÑÑ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸, ÑÑÐºÐ¾ÑÑÑ ÐµÐ³Ð¾ Ð¸ Ð¿Ð¾Ð²ÑÑÐ°Ñ ÑÑÑÐµÐºÑÐ¸Ð²Ð½Ð¾ÑÑÑ. ÐÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ ÑÐµÑÐ°ÐµÐ¼Ð¾Ð¹ Ð·Ð°Ð´Ð°ÑÐ¸ Ð¾ÑÐ½Ð¾Ð²ÑÐ²Ð°Ð»Ð¾ÑÑ Ð½Ð° Ð°Ð½Ð°Ð»Ð¸Ð·Ðµ ÑÑÑÐµÑÑÐ²ÑÑÑÐ¸Ñ ÑÐµÑÐµÐ½Ð¸Ð¹ Ð¿Ð¾ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð·ÐµÑÐ½Ð° Ð¸ Ð¸Ñ ÑÐ»ÑÑÑÐµÐ½Ð¸Ñ. ÐÑÐ°ÐºÑÐ¸ÑÐµÑÐºÐ°Ñ ÑÐ°ÑÑÑ ÑÐ°Ð±Ð¾ÑÑ Ð¿ÑÐµÐ´ÑÑÐ°Ð²Ð»ÑÐµÑ Ð¸Ð· ÑÐµÐ±Ñ ÑÐ±Ð¾Ñ Ð´Ð°ÑÐ°ÑÐµÑÐ¾Ð² Ð²ÑÐµÑ Ð¸ÑÑÐ»ÐµÐ´ÑÐµÐ¼ÑÑ Ð·ÐµÑÐ½Ð¾Ð²ÑÑ ÐºÑÐ»ÑÑÑÑ, Ð°ÑÐ³Ð¼ÐµÐ½ÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÑ Ð´Ð°Ð½Ð½ÑÑ, Ð¿Ð¾Ð´Ð±Ð¾Ñ Ð¿Ð¾Ð´ÑÐ¾Ð´ÑÑÐµÐ¹ Ð°ÑÑÐ¸ÑÐµÐºÑÑÑÑ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÐ¸ Ð¸ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÐ¸. ÐÑÐ¾Ð³Ð¾Ð¼ ÑÐ°Ð±Ð¾ÑÑ ÑÐ²Ð»ÑÐµÑÑÑ Ð½ÐµÑÐºÐ¾Ð»ÑÐºÐ¾ Ð°ÑÑÐ¸ÑÐµÐºÑÑÑ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÐ¸, Ð´Ð¾ÑÑÐ¸Ð³Ð°ÑÑÐ¸Ñ Ð¾Ñ 90 Ð´Ð¾ 99% Ð½Ð° ÑÐµÑÑÐ¾Ð²Ð¾Ð¹ Ð²ÑÐ±Ð¾ÑÐºÐµ Ð´Ð»Ñ ÑÐ°ÐºÐ¸Ñ ÐºÑÐ»ÑÑÑÑ, ÐºÐ°Ðº Ð¿ÑÐµÐ½Ð¸ÑÐ°, Ð¾Ð²ÐµÑ Ð¸ ÑÐ¾Ñ. ÐÐ»Ð°Ð½Ð¸ÑÑÐµÑÑÑ Ð´Ð°Ð»ÑÐ½ÐµÐ¹ÑÐµÐµ ÑÐ¾Ð²ÐµÑÑÐµÐ½ÑÑÐ²Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¿Ð¾Ð´ÑÐ¾Ð´Ð° Ð´Ð»Ñ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð¿Ð¾Ð´ÐºÐ°ÑÐµÐ³Ð¾ÑÐ¸Ð¹ Ð±Ð¾Ð»ÑÑÐ¸Ñ ÐºÐ°ÑÐµÐ³Ð¾ÑÐ¸Ð¹, Ð° ÑÐ°ÐºÐ¶Ðµ ÑÐ±Ð¾Ñ Ð´Ð°Ð½Ð½ÑÑ Ð¸ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹ Ð´Ð»Ñ Ð´ÑÑÐ³Ð¸Ñ Ð°ÐºÑÑÐ°Ð»ÑÐ½ÑÑ Ð·ÐµÑÐ½Ð¾Ð²ÑÑ ÐºÑÐ»ÑÑÑÑ. Ð­ÑÐ¾ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð´ÐµÐ¼Ð¾Ð½ÑÑÑÐ¸ÑÑÐµÑ Ð¿ÐµÑÑÐ¿ÐµÐºÑÐ¸Ð²Ñ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹ Ð´Ð»Ñ Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸Ð·Ð°ÑÐ¸Ð¸ Ð¿ÑÐ¾ÑÐµÑÑÐ° ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð·ÐµÑÐ½Ð° Ð² ÑÐµÐ»ÑÑÐºÐ¾Ð¼ ÑÐ¾Ð·ÑÐ¹ÑÑÐ²Ðµ.
description: The given work examines the problem of grain classification in agriculture using neural networks. The âSAPPHIRE Analyzerâ device, for which these neural networks are developed, automates the classification process, speeding it up and increasing its efficiency. The study of this workâs problem was based on the analysis of existing solutions for grain classification and their improvement. The practical part of the work consists of collecting datasets of all studied grain crops, augmenting the obtained data, selecting a suitable neural network architecture and training the neural networks. The result of this work is several neural network architectures with 90 to 99% accuracy on test samples for such grain crops as wheat, oats and soybeans. It is planned to further improve the approach for classifying subcategories of large categories, as well as to collect data and train neural networks for other relevant grain crops. This study shows the prospects of neural networksâ usage in grain classification automation.