{"id":15131167,"url":"https://github.com/kasraskari/finding-objects","last_synced_at":"2025-04-05T20:43:22.039Z","repository":{"id":255739660,"uuid":"853514788","full_name":"KasrAskari/Finding-Objects","owner":"KasrAskari","description":"finding objects with OpenCV","archived":false,"fork":false,"pushed_at":"2025-04-05T08:20:39.000Z","size":5404,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-05T09:24:06.592Z","etag":null,"topics":["computer-vision","flann","homography","jupyter-notebook","opencv","python","ransac-algorithm"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/KasrAskari.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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,"publiccode":null,"codemeta":null}},"created_at":"2024-09-06T20:09:44.000Z","updated_at":"2025-04-05T08:20:42.000Z","dependencies_parsed_at":"2024-09-06T23:43:59.904Z","dependency_job_id":"108cc256-37c7-43a4-b28d-8414bde21274","html_url":"https://github.com/KasrAskari/Finding-Objects","commit_stats":null,"previous_names":["kasraskari/finding-objects"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KasrAskari%2FFinding-Objects","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KasrAskari%2FFinding-Objects/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KasrAskari%2FFinding-Objects/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KasrAskari%2FFinding-Objects/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/KasrAskari","download_url":"https://codeload.github.com/KasrAskari/Finding-Objects/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247399898,"owners_count":20932876,"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":["computer-vision","flann","homography","jupyter-notebook","opencv","python","ransac-algorithm"],"created_at":"2024-09-26T03:24:16.114Z","updated_at":"2025-04-05T20:43:22.033Z","avatar_url":"https://github.com/KasrAskari.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🔍 Finding Objects with OpenCV  \n\n## 📌 Overview  \nThis project demonstrates **object detection** using **OpenCV**, employing feature-matching techniques such as **SIFT**, **FLANN**, **RANSAC**, and **Homography**. The objective is to extract key features from an image and match them against another to achieve **accurate object localization**.\n\n## ✨ Features  \n✅ **Feature Extraction \u0026 Matching** – Uses **SIFT** to detect and match key points across images.  \n✅ **Robust Matching Algorithm** – Implements **FLANN** and **RANSAC** for precise and efficient feature matching.  \n✅ **Object Localization** – Utilizes **Homography** to determine the object's position in different images.  \n✅ **Interactive Experimentation** – Includes a **Jupyter Notebook** for hands-on testing and visualization.  \n\n## 📁 Project Structure  \n```\nFinding-Objects/  \n│  \n├── finding-objects.ipynb   # Jupyter Notebook with full implementation  \n├── images/                 # Sample images for object detection  \n├── README.md               # Project documentation  \n└── requirements.txt        # List of dependencies  \n```  \n\n## 🛠 Technologies Used  \n- **Python** – Core programming language  \n- **OpenCV** – Computer vision library for image processing  \n- **NumPy** – Efficient numerical operations  \n- **Jupyter Notebook** – Interactive coding environment  \n\n## 📊 Results  \nThis project successfully detects objects by:  \n🔹 Extracting **key features** using **SIFT**  \n🔹 Matching **features** with **FLANN** and refining results with **RANSAC**  \n🔹 **Transforming** detected objects using **Homography**  \n\n## 📜 License  \nThis project is open-source and available under the **MIT License**.  \n\n## 🙌 Acknowledgments  \n- **Libraries Used:** OpenCV, NumPy  \n- **Techniques Implemented:** SIFT, FLANN, RANSAC, Homography  \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkasraskari%2Ffinding-objects","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkasraskari%2Ffinding-objects","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkasraskari%2Ffinding-objects/lists"}