title: Ð¡Ð¸ÑÑÐµÐ¼Ð° ÐºÐ¾Ð¼Ð¿ÑÑÑÐµÑÐ½Ð¾Ð¹ Ð´Ð¸Ð°Ð³Ð½Ð¾ÑÑÐ¸ÐºÐ¸ Ð±Ð¾Ð»ÐµÐ·Ð½ÐµÐ¹ ÑÐ¾Ð¸ Ð¿Ð¾ ÑÐ¸ÑÑÐ¾Ð²ÑÐ¼ Ð¾Ð¿Ð¸ÑÐ°Ð½Ð¸ÑÐ¼ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹ Ð»Ð¸ÑÑÑÐµÐ² Ð¸ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÐ¸
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: Ð¡omputer System for Diagnosing Soybean Diseases Using Digital Descriptions of Leaf Images and a Neural Networks
Creators: name: ÐÐ°Ð¹Ð¼Ð°ÐºÐ°Ð½, ÐÐ¾Ð»Ð¸Ð½Ð°
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Ð¾Ð½Ð½Ð°Ñ ÑÐµÑÑ
Ð¼ÐµÑÐ¾Ð´ Ð¥Ð°ÑÐ°Ð»Ð¸ÐºÐ°
tensorflow
keras
ÑÐµÐºÑÑÑÑÐ½Ð¾Ðµ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ðµ
Ð±Ð¾Ð»ÐµÐ·Ð½Ð¸ ÑÐ¾Ð¸
neural network
Haralick method
texture recognition
soybean diseases

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description: The subject of the graduate qualification work is âÐ¡omputer System for Diagnosing Soybean Diseases Using Digital Descriptions of Leaf Images and a Neural Networksâ This work is dedicated to the development of a computer system for diagnosing soybean diseases using digital descriptions of leaf images and a feedforward neural network. Tasks, which were solved on this project: â Collect digital images of soybean leaves, including various diseases. â Normalize the images and create detailed digital descriptions for use in training the neural network. â Develop a neural network architecture that considers the characteristics of soybean diseases and the digital descriptions. â Train the developed neural network on the prepared database, aiming for high accuracy and reliability in diagnosis. As a result, a computer system was developed that effectively identifies soybean diseases based on digital leaf images using a neural network. The system demonstrated high accuracy in diagnosing diseases, contributing to timely and precise agricultural interventions. This project aims to improve the efficiency and accuracy of soybean disease diagnosis, providing a valuable tool for farmers and agricultural specialists.