Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Added Plant Disease Prediction Model #117

Merged
merged 2 commits into from
Jun 4, 2024
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
18 changes: 18 additions & 0 deletions Plant-Disease-Prediction/README.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,18 @@
# Tomato Plant Disease Prediction using TinyML

## Description
This project develops a lightweight machine learning model techniques to detect tomato plant diseases from leaf images in real-time. By leveraging TensorFlow, the model runs directly on edge devices, providing immediate insights for agricultural decision-making. With a dataset of 16,011 images across 10 disease categories, the model undergoes rigorous preprocessing, augmentation, and optimization. Real-world testing validates its effectiveness, offering farmers a convenient tool for on-site disease diagnosis, potentially revolutionizing agricultural practices.


### Dataset Used - [Plant Disease](https://www.kaggle.com/datasets/emmarex/plantdisease)

## Input
![alt text](image-1.png)

## Output
![alt text](image-3.png)

## Technology Stack
- TensorFlow
- TensorFlow Lite
- Python
Binary file added Plant-Disease-Prediction/image-1.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Binary file added Plant-Disease-Prediction/image-3.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
1,477 changes: 1,477 additions & 0 deletions Plant-Disease-Prediction/model.ipynb

Large diffs are not rendered by default.

Loading