About the System

Classification
of Cavendish Banana Ripeness

This system is designed to help farmers and agribusiness players determine the ripeness level of Cavendish bananas quickly and accurately using a Computer Vision.

MobileNetV2 is used to extract image features of the fruit, then classified using the Support Vector Machine (SVM) algorithm into five ripeness classes: unripe 100%, half-ripe 92%, nearly ripe 92%, ripe 97%, and overripe 97%

Pisang Cavendish

Technologies Used

System architecture and supporting technologies

Frontend

SvelteKit, HTML, CSS, JavaScript

Backend

Python (FastAPI)

Database

MongoDB

Model AI

MobileNetV2 + SVM