{"id":25231933,"url":"https://github.com/abdelrahman-amen/centroid-in-pattern_recognition","last_synced_at":"2026-05-10T03:11:14.449Z","repository":{"id":232222056,"uuid":"783779815","full_name":"Abdelrahman-Amen/Centroid-in-Pattern_Recognition","owner":"Abdelrahman-Amen","description":" This repository implements centroid-based pattern recognition, extracting features from images using grid cell centroids for classification in computer vision and image processing.","archived":false,"fork":false,"pushed_at":"2024-04-08T15:07:44.000Z","size":8,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-05T15:46:49.484Z","etag":null,"topics":["centroid","decision-trees","image-processing","keras","pattern-recognition","python","random-forest-classifier"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Abdelrahman-Amen.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2024-04-08T14:56:12.000Z","updated_at":"2024-04-08T15:10:43.000Z","dependencies_parsed_at":"2024-04-08T18:46:52.695Z","dependency_job_id":"3ee05d3a-4d4a-4c30-b561-0649fa2683a2","html_url":"https://github.com/Abdelrahman-Amen/Centroid-in-Pattern_Recognition","commit_stats":null,"previous_names":["abdelrahman-amen/centroid-in-pattern_recognition"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Abdelrahman-Amen/Centroid-in-Pattern_Recognition","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abdelrahman-Amen%2FCentroid-in-Pattern_Recognition","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abdelrahman-Amen%2FCentroid-in-Pattern_Recognition/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abdelrahman-Amen%2FCentroid-in-Pattern_Recognition/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abdelrahman-Amen%2FCentroid-in-Pattern_Recognition/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Abdelrahman-Amen","download_url":"https://codeload.github.com/Abdelrahman-Amen/Centroid-in-Pattern_Recognition/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Abdelrahman-Amen%2FCentroid-in-Pattern_Recognition/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":263743148,"owners_count":23504602,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["centroid","decision-trees","image-processing","keras","pattern-recognition","python","random-forest-classifier"],"created_at":"2025-02-11T12:39:19.245Z","updated_at":"2026-05-10T03:11:14.415Z","avatar_url":"https://github.com/Abdelrahman-Amen.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Centroid-Based Pattern Recognition🏝\n## Introduction\nCentroid-based pattern recognition is a technique used in computer vision and image processing for feature extraction and classification. This repository contains Python code that implements a centroid-based pattern recognition system. The system extracts features from images based on the centroids of grid cells and uses a Decision Tree Classifier or Random Forest Classifier for image classification.\n\n## Features\n\n\n•Extracts features from images based on centroids of grid cells.\n\n\n\n\n•Utilizes a Decision Tree Classifier or Random Forest Classifier for image classification.\n\n\n\n•Allows for customization of grid dimensions.\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nThis project aims to demonstrate the application of centroid-based feature extraction in pattern recognition tasks, particularly in image classification. By dividing the image into a grid and calculating the centroids of each grid cell, we can extract meaningful features for classification.\n\nIn initial experiments, a Decision Tree Classifier was used for classification. However, further experimentation revealed that utilizing a Random Forest Classifier yielded higher accuracy. This highlights the importance of exploring different classifiers and parameters to achieve optimal performance in pattern recognition tasks.\n\n\n## Note\n•This implementation is for educational purposes and may require customization for specific applications.\n\n\n\n\n•Ensure that images used for classification are appropriately preprocessed and labeled.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabdelrahman-amen%2Fcentroid-in-pattern_recognition","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fabdelrahman-amen%2Fcentroid-in-pattern_recognition","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabdelrahman-amen%2Fcentroid-in-pattern_recognition/lists"}