{"id":29092253,"url":"https://github.com/asmaaebraheem1/diabeticretionpathydetection","last_synced_at":"2026-05-07T17:37:51.610Z","repository":{"id":300438439,"uuid":"1006172732","full_name":"Asmaaebraheem1/DiabeticRetionPathyDetection","owner":"Asmaaebraheem1","description":"A Streamlit-based web application for detecting diabetic retinopathy from eye fundus images using a deep learning model from Hugging Face.","archived":false,"fork":false,"pushed_at":"2025-06-21T17:08:29.000Z","size":13,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-06-21T18:22:32.597Z","etag":null,"topics":["ai","css","detecting-diabetic","html","python","streamlit"],"latest_commit_sha":null,"homepage":"https://huggingface.co/spaces/AsmaaElnagger/DiabeticRetionPathyDetection","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/Asmaaebraheem1.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":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-06-21T16:51:42.000Z","updated_at":"2025-06-21T17:10:10.000Z","dependencies_parsed_at":"2025-06-21T18:22:44.371Z","dependency_job_id":"0ead2986-1f05-4941-89e9-e06b1786832b","html_url":"https://github.com/Asmaaebraheem1/DiabeticRetionPathyDetection","commit_stats":null,"previous_names":["asmaaebraheem1/diabeticretionpathydetection"],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/Asmaaebraheem1/DiabeticRetionPathyDetection","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Asmaaebraheem1%2FDiabeticRetionPathyDetection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Asmaaebraheem1%2FDiabeticRetionPathyDetection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Asmaaebraheem1%2FDiabeticRetionPathyDetection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Asmaaebraheem1%2FDiabeticRetionPathyDetection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Asmaaebraheem1","download_url":"https://codeload.github.com/Asmaaebraheem1/DiabeticRetionPathyDetection/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Asmaaebraheem1%2FDiabeticRetionPathyDetection/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":262389457,"owners_count":23303341,"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":["ai","css","detecting-diabetic","html","python","streamlit"],"created_at":"2025-06-28T07:04:08.143Z","updated_at":"2026-05-07T17:37:51.550Z","avatar_url":"https://github.com/Asmaaebraheem1.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\n# Diabetic Retinopathy Detection\n\n[![Open in Streamlit](https://static.streamlit.io/badges/streamlit_badge_black_white.svg)](https://huggingface.co/spaces/AsmaaElnagger/DiabeticRetionPathyDetection)\n[![Hugging Face Model](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Model-blue)](https://huggingface.co/Asmaa111/diabetic-eye)\n\n\nA Streamlit-based web application for detecting diabetic retinopathy from eye fundus images using a deep learning model from Hugging Face.\n\n\n## 🔍 Overview\nThis application uses a pre-trained deep learning model to classify eye fundus images into different stages of diabetic retinopathy. The model is hosted on Hugging Face and integrated into a user-friendly Streamlit interface.\n\n## 🚀 Getting Started\n\n### Using Docker (Recommended)\n1. Build the Docker image:\n```bash\ndocker build -t diabetic-retinopathy .\n```\n\n2. Run the container:\n```bash\ndocker run -p 8501:8501 diabetic-retinopathy\n```\n\n3. Access the app at `http://localhost:8501`\n\n### Without Docker\n1. Install dependencies:\n```bash\npip install -r requirements.txt\n```\n\n2. Download the model:\n```bash\npython download_model.py\n```\n\n3. Run the Streamlit app:\n```bash\nstreamlit run src/streamlit_app.py\n```\n\n## 🧠 Model Information\n- **Model Name:** diabetic-eye\n- **Repository:** [Asmaa111/diabetic-eye](https://huggingface.co/Asmaa111/diabetic-eye)\n- **Framework:** PyTorch\n- **Input:** Eye fundus images (JPEG/PNG)\n- **Output:** Classification into retinopathy stages\n\n## 📂 Project Structure\n```\nDiabeticRetionPathyDetection/\n├── .streamlit/            # Streamlit configuration\n├── src/\n│   └── streamlit_app.py   # Main application code\n├── Dockerfile             # Docker configuration\n├── download_model.py      # Model download script\n├── requirements.txt       # Python dependencies\n└── README.md              # Project documentation\n```\n\n## 🌐 Live Demo\nTry the live version hosted on Hugging Face Spaces:  \n[DiabeticRetionPathyDetection Demo](https://huggingface.co/spaces/AsmaaElnagger/DiabeticRetionPathyDetection)\n\n## 📚 Resources\n- [Streamlit Documentation](https://docs.streamlit.io)\n- [Hugging Face Transformers](https://huggingface.co/docs/transformers/index)\n- [Diabetic Retinopathy Detection Research](https://www.kaggle.com/c/diabetic-retinopathy-detection)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fasmaaebraheem1%2Fdiabeticretionpathydetection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fasmaaebraheem1%2Fdiabeticretionpathydetection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fasmaaebraheem1%2Fdiabeticretionpathydetection/lists"}