|
1 |
| -# EpiDetect |
| 1 | +# EpiDetect |
| 2 | + |
| 3 | +EpiDetect is a web application developed using the MERN stack, designed to predict skin diseases from images captured using your web camera. It uses a fine-tuned ResNet50 model for accurate skin disease detection. The application also supports document upload and summarization with a Q&A chat feature, providing comprehensive functionality for users. |
| 4 | + |
| 5 | +## Features |
| 6 | + |
| 7 | +- **User Profile Management**: Users can view and update their profile information. |
| 8 | +- **Skin Disease Prediction**: Upload or capture images using the web camera to predict skin diseases. |
| 9 | +- **Dashboard**: Access different functionalities from a central dashboard. |
| 10 | +- **Blog Creation**: Users can create and manage their blog posts. |
| 11 | +- **Contact Form**: Users can send messages through the contact form. |
| 12 | +- **Prediction Records**: View and download prediction records in PDF format. |
| 13 | + |
| 14 | +## Screenshots |
| 15 | + |
| 16 | +### User Profile |
| 17 | + |
| 18 | + |
| 19 | +### Predict Skin Disease |
| 20 | + |
| 21 | + |
| 22 | +### Contact Us |
| 23 | + |
| 24 | + |
| 25 | +### Dashboard |
| 26 | + |
| 27 | + |
| 28 | +### Prediction Records |
| 29 | + |
| 30 | + |
| 31 | +### Create Blog Post |
| 32 | + |
| 33 | + |
| 34 | +### Login |
| 35 | + |
| 36 | + |
| 37 | +## Technology Stack |
| 38 | + |
| 39 | +- **Frontend**: React.js, HTML, CSS |
| 40 | +- **Backend**: Node.js, Express.js |
| 41 | +- **Database**: MongoDB |
| 42 | +- **Machine Learning**: Python, TensorFlow, Keras (ResNet50 model) |
| 43 | +- **Other Tools**: JWT for authentication, multer for file uploads |
| 44 | + |
| 45 | +## Setup Instructions |
| 46 | + |
| 47 | +### Prerequisites |
| 48 | + |
| 49 | +- Node.js |
| 50 | +- MongoDB |
| 51 | +- Python |
| 52 | +- TensorFlow and Keras |
| 53 | + |
| 54 | +### Installation |
| 55 | + |
| 56 | +1. Clone the repository: |
| 57 | + ```sh |
| 58 | + git clone https://github.com/fatimaazfar/EpiDetect.git |
| 59 | + ``` |
| 60 | + |
| 61 | +2. Navigate to the project directory: |
| 62 | + ```sh |
| 63 | + cd EpiDetect |
| 64 | + ``` |
| 65 | + |
| 66 | +3. Install backend dependencies: |
| 67 | + ```sh |
| 68 | + cd backend |
| 69 | + npm install |
| 70 | + ``` |
| 71 | + |
| 72 | +4. Install frontend dependencies: |
| 73 | + ```sh |
| 74 | + cd ../frontend |
| 75 | + npm install |
| 76 | + ``` |
| 77 | + |
| 78 | +5. Set up environment variables for backend: |
| 79 | + - Create a `.env` file in the `backend` directory. |
| 80 | + - Add the following environment variables: |
| 81 | + ```env |
| 82 | + MONGO_URI=your_mongodb_connection_string |
| 83 | + JWT_SECRET=your_jwt_secret |
| 84 | + ``` |
| 85 | + |
| 86 | +6. Run the backend server: |
| 87 | + ```sh |
| 88 | + cd ../backend |
| 89 | + npm start |
| 90 | + ``` |
| 91 | + |
| 92 | +7. Run the frontend server: |
| 93 | + ```sh |
| 94 | + cd ../frontend |
| 95 | + npm start |
| 96 | + ``` |
| 97 | + |
| 98 | +8. Access the application at `http://localhost:3000`. |
| 99 | + |
| 100 | +## Usage |
| 101 | + |
| 102 | +1. **User Registration and Login**: Register a new account or login with existing credentials. |
| 103 | +2. **Profile Management**: View and update your profile information. |
| 104 | +3. **Skin Disease Prediction**: |
| 105 | + - Navigate to the `Predict` page. |
| 106 | + - Upload an image or capture one using your web camera. |
| 107 | + - Click on `Predict` to get the prediction results. |
| 108 | +4. **Document Upload and Summarization**: |
| 109 | + - Navigate to the `Dashboard`. |
| 110 | + - Use the document upload feature to upload PDF documents. |
| 111 | + - Get summaries and ask questions based on the document content. |
| 112 | +5. **Blog Creation**: Navigate to the `Create Blog` page to create and manage your blog posts. |
| 113 | +6. **Contact Us**: Use the contact form to send messages. |
| 114 | +7. **Prediction Records**: View and download your prediction records in PDF format. |
| 115 | + |
| 116 | +## Contributing |
| 117 | + |
| 118 | +Contributions are welcome! Please fork the repository and submit a pull request for any improvements or bug fixes. |
| 119 | + |
| 120 | +## License |
| 121 | + |
| 122 | +This project is licensed under the MIT License. See the [LICENSE](./LICENSE) file for details. |
| 123 | + |
| 124 | +## Contact |
| 125 | + |
| 126 | +For any inquiries, please contact Fatima Azfar at [email protected]. |
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