Author Login IJIRT Partner Network (IPN) Login

Deep Learning Based Plant Disease Detection with a Farmer-Friendly Interface

  • Unique Paper ID: 170091
  • Volume: 11
  • Issue: 6
  • PageNo: 3177-3184
  • Abstract:
  • The work temporarily drops metadata and instead focuses on a highly sophisticated model Convolutional Neural Network to predict potato leaf diseases. There are 3 categories of Potato leaves namly early blight, healthy and late blight , that PlantVillage dataset offers which is used for training the model. With the help of picture preprocessing methods, such as augmentation and rescaling allows better generalization to make precise diagnosis in different scenarios. Once a trained model has shown high accuracy during validation, it is provided to farmers using an API on Google Cloud where they can upload their images for disease prediction in real-time. This is then supplemented by a convenient user-friendly web interface which shows these predictions together with information regarding the detected condition, its etiology and potential therapies. The React, PHP-built web platform having MySQL and uses Leaflet for integration with HTML, CSS & JS. Using js for user location mapping, and Google Translate support to ensure that farmers are using the service in their native tongue. Apart from diagnosing diseases the platform also provides services like a blog, selling equipment and fertilizers, data-based insights about agricultural trends etc. In addition, the system stores disease outcomes and agricultural information of farmers in a MySQL database which can be used for further research on agriculture. Showcasing how deep learning and cloud technology driven by AI can disrupt precision agriculture through providing the marginal farming communities with access to them. Plant Pixel is intended to serve farmers as a comprehensive resource in addition to a disease detection tool. It provides opportunities for growth by forming alliances with governmental organizations, non-profits, and agricultural technology stakeholders.
Download article email to a friend

Cite This Article

  • ISSN: 2349-6002
  • Volume: 11
  • Issue: 6
  • PageNo: 3177-3184

Deep Learning Based Plant Disease Detection with a Farmer-Friendly Interface

Related Articles

Impact Factor
8.01 (Year 2024)
UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Archive

View More

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry