Monitoring Smart System Sawi

Summary

A website that uses a smart system that was developed using image processing to check the health condition of mustard leaves with the architecture algorithm CNN

Other Information

• Product: Mowi
• Developer: Fadly Ramdani
• Prototype: Gdrive

Install & Dependence

• python & pip
• php
• composer

Packages Python

You can install it directly on your computer environment or use a virtual environment using this method. Then use this command

pip install -r requirements.txt

or can also use this command

pip install pillow numpy matplotlib flask torch torchvision torchaudio

Packages PHP

You can install vendor from composer with this command

composer install

Use

Run Website

php -S localhost:8000

Run Api Flask

python rest_api.py

Training Model

If you want to change the model data, you can follow these steps. But don't worry if the training results fail, you just need to copy model_backup.pt again so that the CNN model can run as before.

• change image on dataset model

|—— ...
|—— main_ai
|    |—— dataset
|        |—— others
|            |—— ... (image model others)
|        |—— unwell
|            |—— ... (image model sawi unwell)
|        |—— well
|            |—— ... (image model sawi well)
|    |—— ...

• run training model

python main.py