Web Based AI System For Criminal Detection and Recognition

Badar Masood

ML Engineer
Web Developer
AI Developer
AWS
Flask
Python
Introducing an Innovative Web-Based Integrated Geospatial-Intelligence System for Advanced Criminal Detection Utilizing AI
In response to the escalating challenges faced by law enforcement agencies, we proudly present our pioneering Web-Based Integrated Geospatial-Intelligence System, fortified with cutting-edge Artificial Intelligence (AI) capabilities. This dynamic system boasts an array of sophisticated features, including robust face detection and recognition, Optical Character Recognition (OCR), human activity detection encompassing various actions such as walking, running, and fighting, as well as comprehensive object detection functionalities.
Key Components and Innovations:
Smart Camera System: Engineered with precision, our cost-effective camera system seamlessly integrates with our intelligence system, offering unparalleled performance and efficiency.
Interactive GIS Maps: Empowering users with intuitive tools for precise location assessment and analysis, our system features interactive Geographic Information System (GIS) maps.
Backend Infrastructure: Python forms the foundation of our backend infrastructure, facilitating seamless integration of advanced machine learning algorithms for data processing and analysis.
State-of-the-Art ML Models: Leveraging top-tier ML models including YOLO V4, YOLO V5, LRCN, Siamese Network, and Haarcascade, our system ensures exceptional accuracy in detecting and recognizing faces, text, human activities, and diverse objects.
Responsive Frontend: Built using HTML, CSS, JavaScript, and Bootstrap, our frontend offers a user-friendly interface, while integration with AWS S3 bucket streamlines multimedia data management.
Flask Framework: Powered by Flask, our backend API services enable seamless communication between frontend and backend components, ensuring smooth operation and responsiveness.
Functionality and Workflow:
Upon login, users can submit imagery or video footage related to criminal activities. Our AI algorithms swiftly process this data, extracting vital information and generating comprehensive reports with visual evidence. These reports are promptly dispatched via email to designated recipients for further action.
Administrators gain access to a comprehensive dashboard where they can upload suspect images. The system conducts a thorough search across all connected cameras within the specified timeframe, providing detailed insights into the suspect's appearances and movements captured by the surveillance network.
Admin Login Page
Admin Login Page
Person image being uploaded in the system
Person image being uploaded in the system
Dashboard displaying all the the specified person in the specified time
Dashboard displaying all the the specified person in the specified time
Cameras location that detected the Suspect
Cameras location that detected the Suspect
Pop up being displayed of location name with person picture
Pop up being displayed of location name with person picture
Conclusion:
Our Web-Based Integrated Geospatial-Intelligence System represents a monumental leap forward in criminal detection and law enforcement. By seamlessly integrating AI technologies with geospatial intelligence and intuitive user interfaces, we empower law enforcement agencies with the tools they need to combat crime effectively and uphold public safety.
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