{"id":18237477,"url":"https://github.com/himalayaashish/lumbar-detection","last_synced_at":"2026-05-02T04:34:02.402Z","repository":{"id":258384832,"uuid":"872797052","full_name":"himalayaashish/Lumbar-Detection","owner":"himalayaashish","description":"The Lumbar Detection Project leverages advanced deep learning techniques to accurately identify and segment lumbar bones in medical imaging data. Using instance segmentation with the Mask R-CNN algorithm and semantic segmentation with the UNet architecture, the project aims to enhance diagnostic accuracy in spinal imaging.","archived":false,"fork":false,"pushed_at":"2024-11-13T03:57:20.000Z","size":4636,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-14T11:53:10.294Z","etag":null,"topics":["computer-vision","detectron2","object-detection","tensorflow","tensorflow2"],"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/himalayaashish.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,"publiccode":null,"codemeta":null}},"created_at":"2024-10-15T05:04:41.000Z","updated_at":"2024-11-13T03:57:24.000Z","dependencies_parsed_at":"2025-02-14T11:47:35.435Z","dependency_job_id":"e75f22ea-f167-43d6-a88d-c02ce5425783","html_url":"https://github.com/himalayaashish/Lumbar-Detection","commit_stats":null,"previous_names":["himalayaashish/lumbar-detection"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/himalayaashish%2FLumbar-Detection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/himalayaashish%2FLumbar-Detection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/himalayaashish%2FLumbar-Detection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/himalayaashish%2FLumbar-Detection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/himalayaashish","download_url":"https://codeload.github.com/himalayaashish/Lumbar-Detection/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247872346,"owners_count":21010225,"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","detectron2","object-detection","tensorflow","tensorflow2"],"created_at":"2024-11-05T02:04:42.258Z","updated_at":"2026-05-02T04:34:02.356Z","avatar_url":"https://github.com/himalayaashish.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Hello World! \u003cimg alt=\"wave\" src=\"https://raw.githubusercontent.com/MartinHeinz/MartinHeinz/master/wave.gif\" width=\"30px\"\u003e\n\n\u003cdiv align=\"center\"\u003e 🚀 Welcome to my git repo :Lumbar-Detection:\u003c/div\u003e\n\n### Lumbar-Detection \n\u003cimg src=\"https://github.com/himalayaashish/Lumbar-Detection/blob/main/work-5.png?raw=true\" alt=\"Lumbar Detection\" width=\"500\"/\u003e\n\n\n#### Lumbar Detection Using Machine Learning\n###### This project focuses on detecting Lumbar bones using both instance segmentation and semantic segmentation techniques.\n###### I utilized advanced machine learning techniques, applying the Mask R-CNN algorithm for instance segmentation and UNet for semantic segmentation. After evaluating the models, UNet achieved the best performance in terms of accuracy and segmentation quality for Lumbar bone detection.\n\n###### To know the best model with best parameter I have used maskRCNN algorithmns and UNET has scored the best.\n---\n\n### Languages and Tools \n\n### Languages\n  **Python**:\n  ![Python](https://img.shields.io/badge/-Python-black?style=flat\u0026logo=python)\n  ![Keras](https://img.shields.io/badge/-Keras-D00000?style=flat\u0026logo=Keras)\n  ![Tensorflow](https://img.shields.io/badge/-Tensorflow-gray?style=flat\u0026logo=tensorflow)\n  ![PyTorch](https://img.shields.io/badge/-PyTorch-EE4C2C?style=flat\u0026logo=PyTorch\u0026logoColor=white)\n  ![Pandas](https://img.shields.io/badge/-Pandas-150458?style=flat\u0026logo=Pandas)\n  ![Numpy](https://img.shields.io/badge/-Numpy-lightgray?style=flat\u0026logo=Numpy\u0026logoColor=white)\n  ![Scipy](https://img.shields.io/badge/-Scipy-blue?style=flat\u0026logo=Scipy\u0026logoColor=white)\n  ![Matplotlib](https://img.shields.io/badge/-Matplotlib-black?style=flat\u0026logo=Matplotlib\u0026logoColor=white)\n\n  **JavaScript**: \n  ![JavaScript](https://img.shields.io/badge/-JavaScript-black?style=flat\u0026logo=javascript)\n  ![HTML5](https://img.shields.io/badge/-HTML5-E34F26?style=flat\u0026logo=html5\u0026logoColor=white) \n  ![CSS3](https://img.shields.io/badge/-CSS3-1572B6?style=flat\u0026logo=css3) \n  ![Bootstrap](https://img.shields.io/badge/-Bootstrap-purple?style=flat\u0026logo=bootstrap) \n\n  **SQL:**\n  ![SQL](https://img.shields.io/badge/-SQL-orange?style=flat\u0026logo=sql)\n  ![MySQL](https://img.shields.io/badge/-MySQL-lightgray?style=flat\u0026logo=mysql)\n  ![PostgreSQL](https://img.shields.io/badge/-PostgreSQL-blue?style=flat\u0026logo=postgresql)\n\n### Tools\n\n**Software Development:**\n![Pycharm IDE](https://img.shields.io/badge/PyCharm-000000?logo=PyCharm\u0026logoColor=white)\n![IntelliJ IDEA](https://img.shields.io/badge/-red?style=flat\u0026logo=IntelliJ-IDEA\u0026logoColor=white)\n![Docker](https://img.shields.io/badge/-2496ED?style=flat\u0026logo=Docker\u0026logoColor=white)\n![Jenkins](https://img.shields.io/badge/Jenkins-gray?style=flat\u0026logo=jenkins) \n![XML](https://img.shields.io/badge/-XML-orange?style=flat\u0026logo=xml)\n![JSON](https://img.shields.io/badge/-JSON-lightgray?style=flat\u0026logo=json)\n![Vim](https://img.shields.io/badge/-019733?style=flat\u0026logo=Vim\u0026logoColor=white)\n\n**SDLC:**\n![Agile](https://img.shields.io/badge/Agile-blue?style=flat\u0026logo=Agile\u0026logoColor=white) ![Scrum](https://img.shields.io/badge/Scrum-green?style=flat\u0026logo=Scrum\u0026logoColor=white) ![Kanban](https://img.shields.io/badge/Kanban-red?style=flat\u0026logo=Kanban\u0026logoColor=white)\n\n**Software Engineering:**\n[![Jira](https://img.shields.io/badge/-Jira-0052CC?style=flat\u0026logo=jira\u0026logoColor=white\u0026link=https://github.com/Quananhle)](https://github.com/Quananhle)\n[![Travis](https://img.shields.io/badge/-Travis-red?style=flat\u0026logo=travis\u0026logoColor=white\u0026link=https://github.com/Quananhle)](https://github.com/Quananhle) \n\n**Version Control:**\n![Bitbucket](https://img.shields.io/badge/-Bitbucket-blue?style=flat\u0026logo=bitbucket)\n![Git](https://img.shields.io/badge/-Git-black?style=flat\u0026logo=git) \n![GitHub](https://img.shields.io/badge/-GitHub-181717?style=flat\u0026logo=github)\n\n---\n\n\n\u003c!--START_SECTION:waka--\u003e\n\u003cdiv style=\"display: flex; justify-content: space-between; align-items: center;\"\u003e\n  \u003cimg src=\"http://github-profile-summary-cards.vercel.app/api/cards/profile-details?username=himalayaashish\u0026theme=apprentice\" alt=\"Profile Details\" /\u003e\n  \u003cimg src=\"http://github-profile-summary-cards.vercel.app/api/cards/productive-time?username=himalayaashish\u0026theme=apprentice\u0026utcOffset=8\" alt=\"Productive time\" /\u003e\n  \u003cimg align=\"left\" src=\"http://github-profile-summary-cards.vercel.app/api/cards/repos-per-language?username=himalayaashish\u0026theme=apprentice\" alt=\"Repos per language\" /\u003e\n  \u003cimg align=\"left\" src=\"http://github-profile-summary-cards.vercel.app/api/cards/most-commit-language?username=himalayaashish\u0026theme=apprentice\" alt=\"Most commit language\" /\u003e\n  \u003cimg align=\"center\" src=\"http://github-profile-summary-cards.vercel.app/api/cards/stats?username=himalayaashish\u0026theme=apprentice\" alt=\"Stats\" /\u003e\n\u003c/div\u003e\n\n\n---\n\u003cdiv align=\"center\"\u003e\n  \u003ch3 align=\"center\"\u003eConnect with me\u003cimg align=\"center\" src=\"https://github.com/rajput2107/rajput2107/blob/master/Assets/Handshake.gif\" height=\"33px\" /\u003e\u003c/h3\u003e \n\u003c/div\u003e\n\u003cp align=\"center\"\u003e\n \u003ca href=\"https://www.linkedin.com/in/himalayaashish/\" target=\"blank\"\u003e\n  \u003cimg align=\"center\" alt=\"Pramod's LinkedIn\" width=\"30px\" src=\"https://www.vectorlogo.zone/logos/linkedin/linkedin-icon.svg\" /\u003e \u0026nbsp; 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