https://github.com/taesaksit/whale-optimization-algorithm

This project presents an improvement on WOA for classification of grape leaf disease. The Whale Optimization Algorithm (WOA) was presented by Mirjalili and Levis [8] in 2016
https://github.com/taesaksit/whale-optimization-algorithm

whale-optimization-algorithm

Last synced: about 1 month ago
JSON representation

This project presents an improvement on WOA for classification of grape leaf disease. The Whale Optimization Algorithm (WOA) was presented by Mirjalili and Levis [8] in 2016

• Host: GitHub
• URL: https://github.com/taesaksit/whale-optimization-algorithm
• Owner: taesaksit
• Created: 2024-07-12T06:14:19.000Z (almost 2 years ago)
• Default Branch: main
• Last Pushed: 2025-09-19T08:26:04.000Z (10 months ago)
• Last Synced: 2026-05-29T18:30:21.649Z (about 1 month ago)
• Topics: whale-optimization-algorithm
• Language: Jupyter Notebook
• Homepage:
• Size: 6.73 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

          
# Whale Optimization Algorithm (WOA)

An improved Whale Optimization Algorithm for grape leaf disease classification.

## Overview

This project presents an enhanced version of the Whale Optimization Algorithm (WOA) for classifying grape leaf diseases. WOA, introduced by Mirjalili and Lewis in 2016, is a nature-inspired optimization algorithm that simulates the bubble-net hunting strategy of humpback whales. This repository demonstrates its application in plant disease detection, optimizing classification accuracy through iterative evaluation.

## Demo

The project visualizes the performance of each whale during optimization:

![Performance Graph](https://github.com/user-attachments/assets/2b1c4874-9c82-46ce-9ef9-fae6fd9c21b0)

A web application showcasing the classification results is available here: [Leaf Classify Web](https://github.com/taesaksit/leaf-classify-web)