jerrychen76/fruit-ripeness-recognition

Fruit Ripeness Recognition

This Space is a fruit ripeness recognition demo built with a trained YOLO model. Users can upload an image, and the system will detect the fruit and predict its ripeness level with annotated output.

Overview

This project recognizes 5 types of fruits, and each fruit is divided into 3 ripeness levels:

• —Unripe
• —Ripe
• —Overripe

That gives a total of 15 classes.

Fruit Categories

The model supports the following fruits:

• —Orange
• —Apple
• —Mango
• —Banana
• —Tomato

Classes

The 15 classes in this project are:

• —orange_unripe
• —orange_ripe
• —orange_overripe
• —apple_unripe
• —apple_ripe
• —apple_overripe
• —mango_unripe
• —mango_ripe
• —mango_overripe
• —banana_unripe
• —banana_ripe
• —banana_overripe
• —tomato_unripe
• —tomato_ripe
• —tomato_overripe

Features

• —Upload an input image
• —Detect fruits in the image
• —Predict ripeness level for each detected fruit
• —Return an annotated output image with bounding boxes and labels
• —Display performance information such as inference time and FPS

Input

• —One fruit image uploaded by the user

Output

• —Annotated image with detection boxes
• —Predicted fruit type
• —Predicted ripeness level
• —Inference time
• —Total processing time
• —FPS

Model

This demo uses a trained YOLO model stored as:

• —best.pt

Project Files

• —app.py — Gradio application for inference
• —requirements.txt — required Python packages
• —best.pt — trained model weights
• —README.md — project description for Hugging Face Space

Example Tasks

This model can help with tasks such as:

• —Fruit ripeness inspection
• —Agricultural product monitoring
• —Smart food sorting
• —Computer vision demonstration for ripeness classification

Notes

• —This Space runs on Hugging Face Spaces.
• —Performance may be slower on free CPU hardware.
• —The displayed FPS depends on the current deployment environment.

Usage

1. 1.Upload a fruit image.
2. 2.Wait for the model to process the image.
3. 3.View the annotated result with fruit type and ripeness level.