{"id":25118240,"url":"https://github.com/deniztemur00/vindrmammo","last_synced_at":"2025-10-19T17:17:31.081Z","repository":{"id":273926995,"uuid":"912386476","full_name":"deniztemur00/VinDrMammo","owner":"deniztemur00","description":"Deep learning project for automated detection of breast abnormalities in mammogram images","archived":false,"fork":false,"pushed_at":"2025-09-23T20:37:31.000Z","size":5140,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-09-23T22:22:21.861Z","etag":null,"topics":["computer-vision","deep-learning","detection","feature-engineering"],"latest_commit_sha":null,"homepage":"","language":"Python","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/deniztemur00.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,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-01-05T12:40:54.000Z","updated_at":"2025-09-23T20:37:35.000Z","dependencies_parsed_at":null,"dependency_job_id":"879d97ed-9c2e-417d-ad0a-f103445a0722","html_url":"https://github.com/deniztemur00/VinDrMammo","commit_stats":null,"previous_names":["deniztemur00/vindrmammo"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/deniztemur00/VinDrMammo","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deniztemur00%2FVinDrMammo","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deniztemur00%2FVinDrMammo/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deniztemur00%2FVinDrMammo/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deniztemur00%2FVinDrMammo/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/deniztemur00","download_url":"https://codeload.github.com/deniztemur00/VinDrMammo/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deniztemur00%2FVinDrMammo/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":278608138,"owners_count":26014911,"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","status":"online","status_checked_at":"2025-10-06T02:00:05.630Z","response_time":65,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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","deep-learning","detection","feature-engineering"],"created_at":"2025-02-08T03:48:50.056Z","updated_at":"2025-10-06T12:18:24.635Z","avatar_url":"https://github.com/deniztemur00.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# VinDr-Mammo Object Detection\r\n\r\nDeep learning project for automated detection of breast abnormalities in mammogram images using the VinDr-Mammo dataset.\r\n\r\n## Key Features\r\n\r\n- Faster R-CNN and RetinaNet architecture for multi-class object detection\r\n- Balanced dataset creation through stratified sampling based on:\r\n  - BI-RADS classifications (1-5)\r\n  - Breast density categories (A-D) \r\n  - Finding categories (Mass, Calcification, Asymmetry, etc.)\r\n- Data pruning to address class imbalance:\r\n  - Reduced overrepresented \"No Finding\" class from 18k to 2.5k samples\r\n  - Preserved rare finding combinations across train/test splits\r\n\r\n\r\n\r\n## Setup\r\n### Clone the repository\r\n```bash\r\ngit clone https://github.com/yourusername/vindr-mammo.git\r\n```\r\n\r\n### Install dependencies\r\n```bash\r\npip install -r requirements.txt\r\n```\r\n\r\n## Results\r\n\r\nTODO: Add results as a notebook\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdeniztemur00%2Fvindrmammo","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdeniztemur00%2Fvindrmammo","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdeniztemur00%2Fvindrmammo/lists"}