Skip to content

hng011/tomato-plant-health-classifier

Repository files navigation

Tomato Plant Health Classifier 🍅

A deep learning model using CNN to predict the health of tomato plants based on a leaf image. Divided into 3 classes:

  1. tomato_early_blight: Indicates the presence of disease symptoms in the tomato plant
  2. tomato_healthy: Indicates a healthy tomato plant
  3. tomato_late_blight: Indicates that the tomato plant is diseased

Results

Model 1

alt text
Accuracy: 94.84%
Validation Accuracy: 96.58%
Loss: 19.30%
Validation Loss: 13.21%


Model 2

alt text
Accuracy: 94.65%
Validation Accuracy: 93.45%
Loss: 19.31%
Validation Loss: 19.26%


Dataset
https://www.kaggle.com/datasets/arjuntejaswi/plant-village

Docker Image:
https://hub.docker.com/repository/docker/hng011/ai/general

Notes:

I utilize only three datasets, which consist of:

  1. Tomato_Early_blight
  2. Tomato_Late_blight
  3. Tomato_healthy

About

a classifier for tomato plant health based on its leaf.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published