Marium Noor Khetran@marium_noor_khetran715

- Photogrammetry Processing: Automatically processes drone images to create orthomosaic maps. - Modern Image Alignment: Uses edge detection, feature matching, and static point analysis for precise image placement. - Interactive Map Visualization: Displays processed images as overlays on interactive maps using Folium. - Multi-Resolution Tiling: Supports efficient map rendering at multiple zoom levels. - Performance Optimizations:Utilizes parallel processing and optimized image handling for large datasets. - Customizable Overlays: Enhanced overlays with popups, markers, and custom CSS for improved user experience. ## Usage - Upload drone images via the web interface. - Start photogrammetry processing from the dashboard. - View the generated orthomosaic and overlays on the interactive map. Key Technologies - Python, Django for backend and web framework - OpenCV, NumPy, Pillow for image processing - Folium** for map visualization - Concurrent Futures for parallel processing Advanced Techniques - Edge-based and Feature-based Alignment: Ensures accurate image stitching using Canny edge detection and ORB/SIFT feature matching. - Static Point Analysis: Fine-tunes image placement by analyzing overlapping features, similar to panorama stitching. - Multi-Resolution Tiles: Generates smaller, optimized PNG overlays for efficient map loading.

The Financing AI Agent addresses the widespread challenge of managing daily finances, where individuals often struggle to balance spending, prioritize expenses, and save effectively for future goals. This innovative tool, built in Python, analyzes transaction data from CSV files, categorizing expenses and allocating funds into savings buckets—Emergency, Travel, Fun, and Health—based on user-defined priorities like healthcare or leisure. Its vibrant CLI, powered by the rich library, delivers colorful daily and weekly summaries, with pie charts via matplotlib for clear insights. Future phases include a Streamlit web app with interactive dashboards, a Tkinter desktop GUI for offline use, and AI/NLP integrations using nltk or spacy for natural language inputs and smart suggestions. Targeting young professionals, students, and budget-conscious individuals, it simplifies financial planning. Its unique benefit lies in AI-driven priority suggestions, offering personalized, scalable, and intuitive finance management, transforming how users achieve financial wellness in a complex world.