Development of a Web-based Tomato Plant Disease Detection and Diagnosis System using Transfer Learning Techniques
Published on: 13th September, 2024
A significant obstacle to agricultural productivity that jeopardizes the availability of food is crop diseases and farmer livelihoods by reducing crop yields. Traditional visual assessment methods for disease diagnosis are effective but complex, often requiring expert observers. Recent advancements in deep learning indicate the potential for increasing accuracy and automating disease identification. Developing accessible diagnostic tools, such as web applications leveraging CNNs, can provide farmers with efficient and accurate disease identification, especially in regions with limited access to advanced diagnostic technologies. The main goal is to develop a productive system that can recognize tomato plant diseases. The model was trained on a collection of images of healthy and damaged tomato leaves from PlantVillage using transfer learning techniques. The images from the dataset were cleansed by resizing them from 256 × 256 to 224 × 224 to match the dimensions used in pre-trained models using min-max normalization. An evaluation of VGG16, VGG19, and DenseNet121 models based on performance accuracy and loss value for 7 categories of tomatoes guided the selection of the most effective model for practical application. VGG16 achieved 84.54% accuracy, VGG19 achieved 84.62%, and DenseNet121 achieved 98.28%, making DenseNet121 the chosen model due to its highest performance accuracy. The web application development based on the DenseNet121 architecture was integrated using the Django web framework, which is built on Python. This enables real-time disease diagnosis for uploaded images of tomato leaves. The proposed system allows early detection and diagnosis of tomato plant diseases, helping to mitigate crop losses. This supports sustainable farming practices and increases agricultural productivity.
Search by University/Institution
Enter your University/Institution to find colleagues at HSPI.
Ensuring author's satisfaction with
- Friendly and hassle-free publication process
- Less production time of articles
- Constructive peer-review
- Enhancing journal reputation
- Regular feedback system
- Quick response to authors' queries
Most Viewed Keywords
- Biotechnology
- Union territory
- Anthropometry
- Exposition
- MLL-1
- Chronic pancreatitis
- Adventitious agents
- Essuki
- DNA
- Chronic kidney disease
- PIGV-CDG
- Medical emergency service
- Exclusive breastfeeding
- Ciliated hepatic cyst (QCH)
- Endometrial cancer
- Lipopolysaccharide
- Cranioplasty
- Cystoid macular edema
- Acute myeloid leukemia
- Marijuana
Search Articles by Country
Get all latest articles in all Heighten Science Publications Inc journals by country.
Testmonials
The Journal Clinical Nephrology provides a good opportunity for readers to stay updated in the field of clinical nephrology. Additionally - it provides a good opportunity for authors to publish their...
Assaf Harofeh Medical Center, Israel
Leonid Feldman
The Clinical Journal of Obstetrics and Gynecology is an open access journal focused on scientific knowledge publication with emphasis laid on the fields of Gynecology and Obstetrics. Their services to...
Carole Assontsa
In 2017, I submitted a manuscript to the journal Archives of Biotechnology and Biomedicine belonging to Heighten Science Publications Corporation. Within one week I already received the response from ...
University of Tubingen, Germany
Yvonne Mast
Submission of paper was smooth, the review process was fast. I had excellent communication and on time response from the editor.
Ayokunle Dada
I was very pleased with the quick editorial process. We are sure that our paper will have great visibility, among other things due to its open access. We believe in science accessible to all.
Anderson Fernando de Souza
We appreciate your approach to scholars and will encourage you to collaborate with your organization, which includes interesting and different medical journals. With the best wishes of success, creat...
Ivano- Frankivsk National Medical University, Ukra...
Nataliya Kitsera
Publishing with the International Journal of Clinical and Experimental Ophthalmology was a rewarding experience as review process was thorough and brisk. Their visibility online is second to none as...
Elizabeth Awoyesuku
Your service is very good and fast reply, also your service understand our situation and support us to publication our articles.
Ayman M Abu Mustafa
I am very much pleased with the fast track publication by your reputed journal's editorial team. It is really helpful for researchers like me from developing nations. I strongly recommend your journ...
Badri Kumar Gupta
Great, thank you! It was very efficient working w/ your group. Very thorough reviews (i.e., plagiarism, peer, etc.). Would certainly recommend that future authors consider working w/ your group.