PoliceMitra is an advanced web-based system designed to assist law enforcement agencies by integrating cutting-edge AI technologies. The app helps police officers streamline their workflow, detect weapons in crime scene images/videos, and retrieve relevant legal information in real-time using a powerful RAG-based chatbot.
- Real-Time Weapon Detection 🧠:
- Detect guns, knives, and other weapons in crime scene images and videos using the YOLOv8 model.
- RAG-Based Legal Assistance Chatbot 💬:
- Provides real-time retrieval of relevant legal sections (based on Bharatiya Nyaya Sanhita) using a locally hosted RAG chatbot.
- Secure Evidence Management 🔒:
- Securely upload and manage crime scene evidence, including images, videos, and FIR documentation.
- User-Friendly Interface 👮♂️:
- Simple and intuitive web interface allowing police officers to easily input data, retrieve legal advice, and analyze evidence.
- Enhanced Efficiency: Automates routine tasks like weapon detection and legal documentation, saving time for officers to focus on critical investigations.
- Real-Time Crime Scene Analysis: Processes evidence (images and videos) in real-time, ensuring that weapons are detected instantly, improving decision-making speed.
- Accurate Legal Advice: The chatbot helps officers by suggesting the correct legal sections based on the case details, ensuring alignment with the latest legal codes.
- Privacy & Security: The system is locally hosted, ensuring that sensitive government data remains secure and private.
- YOLOv8: State-of-the-art object detection model for real-time weapon identification.
- RAG (Retrieval-Augmented Generation): Provides accurate legal information by retrieving relevant data and generating contextually appropriate responses.
- Ollama: Used for running large language models locally, enabling efficient chatbot functionality.
- LangChain: Framework that powers the chatbot by connecting the retrieval and generation processes.
- Docker: Containerization tool used for deploying the chatbot and server environment efficiently.
- Python: Programming language used for developing the backend, AI models, and chatbot logic.
- Node.js & Express.js: Backend environment and framework for handling requests between the user interface and AI models.
- MongoDB: A secure, locally hosted relational database to store FIR data, evidence, and legal results.
- ChromaDB: Vector database used for storing embeddings in the RAG model, enabling fast and accurate information retrieval.
- HTML/CSS/JavaScript: Frontend technologies that power the web interface for interacting with the system.
- OpenCV: Used for processing and preparing image and video data for the YOLOv8 model.
| Landing Page |
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| Weapon Detection Example | Real-Time Chatbot Assistance |
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- Clone the Repository:
git clone https://github.com/your-repo/policemitra.git
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In the project directory, you can run:
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Open http://localhost:3000 to view it in your browser.
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See the section about running tests for more information.
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Your app is ready to be deployed!
See the section about deployment for more information.
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