Why Tomato Leaf Detection?
Tomato is a high-demand crop used fresh and in processed products. Early disease identification helps reduce crop loss and supports better farm decisions.
Professional Project Portfolio
Tomato Leaf Disease Detection System
A complete AI-enabled platform that helps identify key tomato leaf diseases from images and keeps a prediction history for farm records and learning.
Registered Users
4
Total Predictions
8
Local API Setup
This website uses the in-project ai_api folder and Flask endpoint at http://127.0.0.1:5000.
Project Overview
System Objective
Provide a practical web system where users upload leaf images, receive AI diagnosis with confidence, and track predictions over time.
Detected Disease Classes
The model classifies 10 tomato categories based on your trained dataset.
Bacterial Spot
Water-soaked lesions that can become necrotic and cause defoliation.
Early Blight
Often shows dark concentric “bullseye” spots, starting on older leaves.
Late Blight
Rapidly expanding water-soaked to brown lesions in humid conditions.
Leaf Mold
Yellow upper-leaf patches with velvety fungal growth underneath.
Septoria Leaf Spot
Small gray-white spots with dark margins and tiny black specks.
Spider Mites
Leaf stippling/yellowing and fine webbing under mite pressure.
Target Spot
Necrotic lesions with visible concentric zones on infected tissue.
Tomato Mosaic Virus
Mosaic mottling, distortion, and potential fruit quality reduction.
Yellow Leaf Curl Virus
Upward curling and yellowing leaves, with plant stunting.
Healthy
No visible disease pattern among learned classes.
System Workflow
Step 1
Authentication
User or admin logs in.
Step 2
Image Upload
Leaf image saved in uploads/.
Step 3
AI Prediction
PHP sends file to Flask /predict.
Step 4
History Storage
Result saved in MySQL and shown in dashboard.
References (Information Basis)
- PlantVillage Tomato Topic and Disease Notes: crop background, symptoms, and management concepts.
- Wikipedia summary pages for Alternaria solani (early blight context) and Tomato Mosaic Virus.